This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

The Bayesian methods depart from the Howard method in how releases are estimated. The Howard methods assume that the species composition of the harvests are equal to the species composition of released fish, which is clearly contraindicated in the logbook data. For instance, logbook data demonstrates that yelloweye have been retained at high levels up until restrictions were enacted in recent years, whereas pelagic rockfish were released in significant numbers in the past with retention increasing in recent years as they have become more prized by anglers. Recent prohibition on retaining yelloweye in Southeast Alaska highlights the shortcomings of the original Howard assumptions as the species composition of the harvest would indicate that no yelloweye were caught and released during the closure.

The Howard method for estimating releases for private anglers also relied on an expansion of the logbook release estimates based on the ratio of private:guided releases of all rockfish in the SWHS. In addition to the faulty assumptions about species composition, this method ignores potential bias in SWHS estimates of harvests and releases or at least assumes that the bias in release and harvests are the same. As demonstrated in Figure 1, the bias in those two quantities appears to be quite different based on the logbook data. The Bayesian model thus attempts to estimate release probabilities based on the logbook data coupled with bias corrected estimates from the SWHS.

Lastly, the Howard methods were only used on data beginning in 1999 with the advent of the logbook program and estimates of harvests and releases prior to that have been based on linear ramps from 1999 back to the perceived start of the fishery. The Bayesian methods allow us to expand the time series back to 1977 when the SWHS was implemented by leveraging regional data trends in species composition and the proportion of caught rockfish harvested by species and/or species complex. Key advantages of the Bayesian approach are highlighted in table 1.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Data

Harvest data was available for 22 commercial fishing management areas in Southcentral and Southeast Alaska. Areas with negligible rockfish harvest were pooled with adjacent areas for analysis. Specifically the Aleutian and Bering areas were pooled into an area labeled BSAI; the IBS and EKYT were pooled into an area labeled EKYKT; the Southeast, Southwest, SAKPEN and Chignik areas were pooled into an area labeled SOKO2PEN and the Westside and Mainland areas were pooled into an area labeled WKMA.

Stateside Harvest Survey (SWHS)

Statewide harvest survey estimates of rockfish catch and harvest are available for 28 years (1996-2023) for all users and for 13 years (2011-2023) for guided anglers (Figure 0). Additionally, there are overall harvest estimates from 1977- 1995 and release estimates from 1990-1995 that required some partitioning to ascribe to current management units. Harvests in unknown areas were apportioned based on harvest proportions in 1996. Variance estimates are not available for pre-1996 data and as such, the maximum observed coefficient of variation (cv) in each commercial fisheries management unit was applied to the pre-1996 values.

**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


SWHS estimates are believed to be biased to some degree. These modelling efforts aim to estimate and correct for that bias with the assumption that logbook records are a census of guided harvests and releases.

SWHS Rockfish release estimates are inferred from the difference between catch and harvest estimates.

Adam noted that the first 5 years (23 years counting the historical data) in the SWHS data set for PWSO seem unreasonable (close to zero and not corroborated with logbook estimates). Adam recommended setting these harvests to unknown, but current model development has included the data. Once a satisfactory model has been identified we will exam the effects of censoring the PWSO data.

Creel Surveys

NA

Guide Logbooks

Sport fishing guides have been required to report their harvest of rockfish for 26 years (1998-2023). Reported harvest is also available by assemblage (pelagic vs. non-pelagic). Harvest of yelloweye and “other” (non-pelagic, non-yelloweye) rockfish were reported separately beginning in 2006.

Logbooks also record the number of rockfish released for the same categories. However, the reliability of the release data is somewhat questionable as reported releases are generally far lower than that estimated by the SWHS. As such several treatments of the data are considered.

Logbook versus SWHS estimates

Estimates of guided harvests and releases from the SWHS do not align with the census from charter logbooks. Logbook harvest reports are generally considered reliable and are used to assess the bias in SWHS reports. However, there is even greater disparity between release estimates in the two sources and it is debatable whether logbook releases should be treated as a census. The Howard et al. (2020) methods do treat the logbook release data as “true” and thus are considerably less than would be estimated from the SWHS data.

**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


A note on model development

To evaluate the discrepancy in apparent bias in harvest and release data, several models were explored to estimate releases during model development. One method (\(LB_{fit}\)) considers the logbook release data to be reliable and a second method (\(LB_{cens}\)) treated the logbook release data as estimates of the minimum released, thus giving more weight to SWHS release estimates. A third method (\(LB_{hyb}\)) is a hybrid approach that treats reported releases of yelloweye as reliable but total rockfish and pelagic rockfish releases as minimums. Model development revealed a tension between the total and pelagic logbook releases and the yelloweye logbook releases. This tensions eventually highlighted the different release/retention probabilities between yelloweye and pelagics in the logbook data and prompted the current approach whereby that probability was calculated for the three main species complexes covered in the data: pelagics, yelloweye, and “other”. The methods described here follow the (\(LB_{fit}\)) formulation. Based on model behavior it is unlikely that the (\(LB_{cens}\)) model would work as there would not be enough data to estimate release probabilities. However, it may be worth running the (\(LB_{hyb}\)) approach as a sensitivity test at the very least.

Composition data

Harvest sampling data exists from Gulf of Alaska areas since 1996 and from Southeast Alaska areas since 2006. Port sampling data is comprised of the number of total rockfish, pelagic and non-pelagic rockfish, black rockfish and yelloweye rockfish. In Southeast Alaska, the number of Demersal Shelf Rockfish (DSR, of which yelloweye are one species) and slope rockfish are also recorded.

Process equations

The true harvest \(H_{ay}\) of rockfish for area \(a\) during year \(y\) is assumed to follow a temporal trend defined by a penalized spline:

\[\begin{equation} \textrm{log}(H_{ay})~\sim~\textrm{Normal}(f(a,y), {\sigma_H}) \end{equation}\]

where \(f(a,y)\) in a p-spline basis with 7 components (knots) and a second degree penalty. The variance, \(\sigma_H\), was given a normal prior with a mean and standard deviation of 0.25 and 1, respectively.

Charter and private harvest \(H_{ayu}\) (where u = 1 for charter anglers and u = 2 for private anglers) is a fraction of total annual harvest in each area:

\[\begin{equation} H_{ay1}~=~H_{ay}P_{(user)ay1}\\H_{ay2}~=~H_{ay}(1-P_{(user)ay1}) \end{equation}\]

where \(P_{(user)ay1}\) is the fraction of the annual harvest in each area taken by charter anglers. \(P_{(user)ay1}\) was modeled hierarchically across years as:

\[\begin{equation} P_{(user)ay1}~\sim~\textrm{beta}(\lambda1_a, \lambda2_a) \end{equation}\]

with non-informative priors on both parameters.

Annual black rockfish harvest \(H_{(black)ayu}\) for each area and user group is:

\[\begin{equation} H_{(black)ayu}~=~H_{ayu}P_{(pelagic)ayu}P_{(black|pelagic)ayu} \end{equation}\]

where \(P_{(pelagic)ayu}\) is the fraction of the annual harvest for each area and user group that was pelagic rockfish and \(P_{(black|pelagic)ayu}\) is the fraction of the annual harvest of pelagic rockfish for each area and user group that was black rockfish.

The southeast region also tracks two other non-pelagic rockfish assemblages, demersal shelf rockfish (DSR, which includes yelloweye) and slope rockfish. For the southeast region the harvest of those two assemblages is thus

\[\begin{equation} H_{(DSR)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(DSR|non-pelagic)ayu}\\ H_{(slope)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(slope|non-pelagic)ayu}\\ \end{equation}\]

where \(P_{(DSR|non-pelagic)ayu}\) and \(P_{(slope|non-pelagic)ayu}\) are the fractions of the annual harvest of non-pelagic rockfish for each area and user group that were DSR and slope rockfish, respectively.

Annual yelloweye rockfish harvest \(H_{(yelloweye)ayu}\) for each area and user group is calculated differently for central/Kodiak areas and southeast areas. For central and Kodiak areas yelloweye rockfish harvests are calculated as

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(yelloweye|non-pelagic)ayu} \end{equation}\]

where \(P_{(yellow|non-pelagic)ayu}\) is the fraction of the annual harvest of non-pelagic rockfish for each area and user group that was yelloweye rockfish.

For southeast areas yelloweye harvests are a fraction of the DSR harvests such that

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{(DSR)ayu}P_{(yelloweye|DSR)ayu} \end{equation}\]

The composition parameters \(P_{(comp)ayu}\), were modeled using a logistic curve that would allow hindcasting without extrapolating beyond the limit of observed values such that:

\[\begin{equation} \textrm{logit}(P_{(comp)ayu})~=~\beta0_{(comp)ayu} + \frac{\beta1_{(comp)ayu}}{(1 + exp(\beta2_{(comp)ayu}*(y - \beta3_{(comp)ayu})))} + \beta4_{(comp)ayu}*I(u=private)+re_{(comp)ayu} \end{equation}\]

where the \(\beta\) parameters define the intercept, scaling factor, slope, inflection point and private angler effect, respectively, \(y\) is the year index, \(I(u=private)\) is an index variable which is 1 when the user groups is private and 0 otherwise and \(re_{(comp)ayu}\) is a random effect with a non-informative prior. \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernible change in composition over the observed time period. \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was used for hindcasting.

The true number of released rockfish \(R_{ayu}\) were based on the proportion of the total catch harvested, \(pH_{(comp)ayu}\), by area, year, user group and species grouping. Because release data from the SWHS is for all rockfish and the release data from logbooks is only subdivided into pelagics, yelloweye and “other” (non-pelagic, non-yelloweye), we only estimated \(pH_{(comp)ayu}\) for those categories. Thus, converting \(H_{(comp)ayu}\) to total catches by user group, \(C_{(comp)ayu}\), with \(pH_{(comp)ayu}\) results in estimates of total releases such that

\[\begin{equation} R_{(comp)ayu}~=~ C_{(comp)ayu} - H_{(comp)ayu} ~=~ \frac{H_{(comp)ayu}}{pH_{(comp)ayu}} - H_{(comp)ayu} \end{equation}\]

with total releases equal to the sum of the compositional releases. For non-yelloweye DSR and Slope rockfish assemblages in Southeast Alaska \(R_{(DSR)ayu}\) and \(R_{(slope)ayu}\) were estimated from \(R_{(other)ayu}\) using the species composition data from the harvest, thus assuming that slope and DSR assemblages were caught and released at the same rates.

The proportion harvest parameters for \(pH_{(comp)ayu}\) were modeled using a logistic curve that would allow hindcasting based on trends in the data without extrapolating beyond the range of observed values such that

\[\begin{equation} \textrm{logit}(pH_{(pH)ayuc})~=~\beta0_{(pH)ayu} + \frac{\beta1_{(pH)ayuc}}{(1 + exp(\beta2_{(pH)ayuc}*(y - \beta3_{(pH)ayuc})))} + \beta4_{(pH)ayuc}*I(u=private)+re_{(pH)ayuc} \end{equation}\]

A random effect term allowed estimation during the historical period when data is available, but the curve defined by the above equation determined release estimates between 1977 and 1990. As with the compositional trends, \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernable change in harvest probability over the observed time period, \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was applied.

Release mortality (i.e., the number of released rockfish expected to die) was calculated assuming fixed mortality rates developed in each of the regions. Deep water release (DWR) devices were mandated for charter fleets in 2013 and rates were derived from CITATION. Southeast applies basic rates estimated in these studies while Southcentral and Kodiak rates were derived by using historical depth-of-release data to adjust the rates based on area and user group.

The total number of mortalities by year, area, user and species/species assemblage in numbers was calculated by summing harvests and release mortality such that

\[\begin{equation} M_{(comp)ayu}~=~ H_{(comp)ayu} + m_{R-(comp)ayu} * R_{(comp)ayu} \end{equation}\]

where \(m_{R-(comp)ayu}\) is the release mortality rate by year, area, user and species (Figure XX).

Total removals in biomass were converted using the average weight of fish from port sampling?. A minimum sample size per year of X fish was used as the cutoff for including in the data set. Weights were modeled hierarchically to estimate weights in years when data was missing. The total biomass of removals by year, area, user and species was thus

\[\begin{equation} B_{(comp)ayu}~=~ \overline{wt}_{(comp)ayu} * M_{(comp)ayu} \end{equation}\]

where \(\overline{wt}_{(comp)ayu}\) is the mean weight by species, area, user and year.

Observation equations

SWHS estimates of annual rockfish harvest \(\widehat{SWHS}_H{ay}\) were assumed to index true harvest:

\[\begin{equation} \widehat{SWHS}_H{ay}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay}b_{ay}), \sigma_{SWHSHay}^2\right) \end{equation}\]

where bias in the SWHS harvest estimates \(b_H{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_H{ay}~\sim~\textrm{Normal}(\mu_H{(b)a}, \sigma_H{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

SWHS estimates of guided angler harvest \(\widehat{SWHS}_H{ay1}\) are related to total harvest by:

\[\begin{equation} \widehat{SWHS}_H{ay1}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay1}b_{ay}), \sigma_{SWHS_{ay1}}^2\right) \end{equation}\]

Reported guide logbook harvest \(\widehat{LB}_H{ay}\) is related to true harvest as:

\[\begin{equation} \widehat{LB}_H{ay}~\sim~\textrm{Poisson}(H_{ay1})\\ \widehat{LB}_H{(pelagic)ay}~\sim~\textrm{Poisson}(H_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_H{(yelloweye)ay}~\sim~\textrm{Poisson}(H_{(yelloweye)ay1})\\ \widehat{LB}_H{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(H_{(nonpel,nonye)ay1})\\ \end{equation}\]

Note that for central and Kodiak areas \(H_{(nonpel,nonye)ay1}\) is equal to the total harvest minus pelagic and yelloweye harvests. For southeast areas \(H_{(nonpel,nonye)ay1}\) is equal to the sum of the DSR and slope harvests minus yelloweye harvests.

SWHS estimates of annual rockfish releases \(\widehat{SWHS}_R{ay}\) were assumed to index true releases in a similar fashion and thus modeled similarly. As such, the release data are related to true releases just as harvests were modeled such that:

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{Poisson}(R_{ay1})\\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{Poisson}(R_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Because logbook release data is more questionable and demonstrates greater disagreement with SWHS estimates (Figure 1), a second approaches was considered that loosened the assumption that logbook releases were a census. Methods explored to develope \(LB_{hyb}\) and \(LB_{cens}\) models are detailed at the end of this section.

SWHS estimates of guided angler release \(\widehat{SWHS}_R{ay1}\) is modeled the same as harvests.

SWHS release bias was modeled independently of the harvest bias \(b_H{ay}\) such that

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

where bias in the SWHS release estimates \(b_R{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

The number of pelagic rockfish sampled in harvest sampling programs \(x_{(pelagic)ayu}\) follow a binomial distribution:

\[\begin{equation} x_{(pelagic)ayu}~\sim~\textrm{Binomial}(P_{(pelagic)ayu}, N_{ayu}) \end{equation}\]

where \(N_{ayu}\) is the total number of rockfish sampled in area \(a\) during year \(y\) form user group \(u\). The number of black rockfish sampled in harvest sampling programs was thus a proportion of the pelagic harvests

\[\begin{equation} x_{(black)ayu}~\sim~\textrm{Binomial}(P_{(black)ayu}, N_{ayu}^{pel}) \end{equation}\]

Yelloweye rockfish in Southcentral and Kodiak were modeled similarly as a proportion of the total number of non-pelagics such that

\[\begin{equation} x_{(yellow_{R2})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R2})ayu}, N_{ayu}^{nonpel}) \end{equation}\]

Southeast areas have several other non-pelagic groupings such that DSR and slope rockfish are a proportion of non-pelagics

\[\begin{equation} x_{(DSR)ayu}~\sim~\textrm{Binomial}(P_{(DSR)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

and

\[\begin{equation} x_{(slope)ayu}~\sim~\textrm{Binomial}(P_{(slope)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

with yelloweye in southeast a proportion of the DSR harvest

\[\begin{equation} x_{(yellow_{R1})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R1})ayu}, N_{ayu}^{DSR}). \end{equation}\].

Kodiak has limited port sampling beyond the main harbors but has a robust hydroacoustic survey that is used to quantify black rockfish abundance across the management area and uses stereocameras to derive species compositions of the hydroacoustic data. This data was used as supplementary data to further inform the model to the proportion of pelagic rockfish that are black in Kodiak areas. Angler landings in Kodiak show a higher proportion of black rockfish relative to the hydroacoustic survey and thus the proportion of black rockfish in the hydroacoustic sample related to the true proportion such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ P_{(black|pelagic)ayu} + ae_{au} \end{equation}\].

where \(ae_{au}\) is the angler effect for each area and user group modeled hierarchically around a mean of 0. Predicted \(P_{(black|pelagic)ayu}^{HA}\) assumed a beta distribution such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ beta(\alpha_{HA},\beta_{HA}) \end{equation}\]

where

\[\begin{equation} \alpha_{HA} ~=~ (P_{(black|pelagic)ayu}^{HA})^2 * \frac{1 - P_{(black|pelagic)ayu}^{HA}}{\frac{var_{P_{HA}}-1}{P_{(black|pelagic)ayu}^{HA}}}, \end{equation}\]

\[\begin{equation} \beta_{HA} ~=~ (\alpha_{HA}) * \frac{1}{P_{(black|pelagic)ayu}^{HA} - 1}, \end{equation}\]

\[\begin{equation} var_{P_{HA}} ~=~ (P_{(black|pelagic)ayu}^{HA} * cvP_{(black|pelagic)ayu}^{HA})^2 \end{equation}\]

where \(cvP_{(black|pelagic)ayu}^{HA}\) is the coefficient of variation for the hydroacoustic proportions

\[\begin{equation} cvP_{(black|pelagic)ayu}^{HA} ~=~ \frac{\sqrt{varP_{(black|pelagic)ayu}^{HA}}}{P_{(black|pelagic)ayu}^{HA}} \end{equation}\]

and the variance is approximated using the XXXX method as

\[\begin{equation} varP_{(black|pelagic)ayu}^{HA} ~=~ (\frac{1}{n_{pel}})^2 * varN_{black} + (\frac{n_{black}}{n_{pel}^2}) * varN_{pel} \end{equation}\]

where \(varN_{black}\) and \(varN_{black}\) are the variance of the estimated number of black and pelagic rockfish in the hydroacoustic survey, respectively (CITATION).

The average weight of rockfish by species, user, area and year was modeled hierarchically at several levels within regions such that

\[\begin{equation} wt_{(comp)ayu} ~\sim~ Normal(wt_{(comp)au},\sigma_{wt_{(comp)au}}) ~\sim~ Normal(wt_{(comp)a},\sigma_{wt_{(comp)a}}) ~\sim~ Normal(wt_{(comp)region},\sigma_{wt_{(comp)region}}) \end{equation}\]

where region refers to Kodiak, Southcentral and Southeast. Mean weights and variance were calculated as XXX.

Alternative likelihoods for release estimates

To loosen the assumption that logbook release data are an effective census of true releases I explored models that treated logbook release estimates as a lower bound on the estimate of true releases. In a hybrid approach yelloweye and non-pelagic releases are regarded as a reliable census (given the emphasis and ease of recording these fish) but censors the pelagic and total rockfish release estimates (where censoring implies NA values) such that

\[\begin{equation} \text{censored} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), 1\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \text{censored} \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), 1\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

This model formulation failed such that there was not enough data to inform pelagic releases and the values did not seem valid. A second approach is being explored that fits the censored data using a lognormal distribution centered around the logbook release value, but also with a lower bound equal to the number of recorded releases such that

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Logbook data is assumed to be a census and as such there is no estimate of uncertainty. As of this writing, several methods are being examined for how to treat \(\sigma_{Ray1}^2\). Models are being run that attempt to allow the model to estimate \(\sigma_{Ray1}^2\) with priors. A simple model applies a uniform prior (0.1,50) to \(\sigma_{Ray1}^2\). A hierarchichal approach based on regions is also being examined whereby \(\sigma_{Ray1}^2\) is lognormally distributed around hyper priors \(\mu_{\sigma_R}\) and \(\sigma_{\sigma_R}\). Initial efforts have applied a uniform prior on \(\mu_{\sigma_R}\) between 1 and 50 and on \(\sigma_{\sigma_R}\) between 0 and 10.

Priors.

Priors range from uninformative to very informative or fixed. Priors for compositional logistic parameters are in Table 2 and proportion harvest logistic parameters are in Table 3. Until I figure out how to make a nice table in Rmarkdown, please refer to the attached spreadsheet and comp and harvp tabs.

Unresolved issues and outstanding questions:

  1. Reliability of unguided release estimates: These estimates have the least information feeding them and rely on the bias-corrected SWHS release estimates of all rockfish and the trends in release probability evident in the logbook data. The \(\beta4\) term that estimates the guided/unguided effect was given a very informative prior that tied the release probability of private anglers tightly to that of the charter fleet. The model is then trying to balance the three species complex estimates (pelagic, yelloweye and other) so that they sum to the total unguided releases estimated from the bias corrected SWHS data. For the most part this seems reasonable and appears to work, but there are certain areas where the estimates are “wonky”:

    1. Total rockfish releases more or less align with the total releases estimated with the Howard methods. Presumably, much of the discrepancy results from the substantial bias in release estimates from the SWHS. Interestingly, the logbook data indicates that the SWHS underestimates harvests but overestimates releases by a significant factor (Figure 23 and 24 below).
    2. In general, release estimates of black rockfish are substantially lower than those calculated using the Howard methods. Presumably, much of this derives from the bias correction of the SWHS release estimates.
    3. Yelloweye release estimates also differ considerably from the Howard estimates, but unlike black rockfish are sometimes lower and sometimes higher. Two areas in particular are a little head scratching. Yelloweye releases in the Kodiak Northeast area in particular are significantly lower than for guided anglers with the same pattern evident in Cook Inlet to a lesser extent. Cook Inlet yelloweye numbers are very small, so this is a sample size issue with little consequence. The cause of the Kodiak northeast estimates is not clear to me at this point, but the model estimates the proportion harvested by unguided anglers to be much lower than that of guided anglers, even with the informative prior on \(\beta4\). This must be a product of the bias corrected SWHS release estimates and how the model is partitioning that estimate into the 3 species complexes, but itis a bit a of head scratcher.

  2. Proportion guided estimates: There is not much data on this proportion prior to 2011 and it is not modeled with any sort of trend as was done for species composition and harvest proportions. With the exception of Cook Inlet and North Gulf Coast areas, there is little, if any, trend apparent in the data and perhaps this approach is the best available given the data available. However, if there are data sources somewhere that could inform this part of the model they could be incorporated.

  3. Prior choices in general need to be vetted. The priors on the logistic curves are fairly informed in an effort to achieve the desired shapes for hindcasting. Ideally, sensitivity testing would occur but the model is very slow to converge. The beta parameters on the logistic curves have required a lot of work on the priors to reach convergence.

  4. Proportion harvest estimates for non-pelagic, non-yelloweye in Kodiak WKMA: I need to adjust the prior on the inflection point, \(\beta3\), so that it is forced to occur after 2006. Right now the model is estimating inflection in two Kodiak areas before that point where there is no data to justify a shift. The current inflection is a result of the hierachichal model.

  5. Proportion pelagic in PWS and CSEO: The parameters for these particular proportions are very slow to converge. For the CSEO, the estimates of the \(\beta\) parameters are similar to the other Southeast areas, but the mixing is poor over the length of the chains. In this case I think they will ultimately converge with a very long model run and the shape of the curve in the model output looks acceptable. For the two PWS areas the model seems to struggle with the disparate proportional data from the logbook and the port sampling. There is some wandering in the chains of the \(\beta0\) and \(\beta1\) terms and spikiness in the \(\beta2\) terms. I’ve been working on constraining the hyperpriors for PWS \(beta2\). Similar to CSEO, it may just entail a very long model run to reach convergence, but the shape of the curves looks reasonable.

Next steps:

Once the model is finalized, harvest and release numbers need to be converted into biomass removals. This is a two step process where release mortality estimates are applied to the release estimates to estimate the number of released rockfish that do not survive. This is based on studies and will reflect the values that the department has been using with the Howard methods. Region 2 (both Southcentral and Kodiak) have release-at-depth estimates from a number of years that they apply across all years and then calculate mortality rates based on those estiates. Southease does not have release-at-depth data and simply applies an assumed rate based on research.

Once release mortality is calculated average weight data is applied to convert numbers to biomass. The plan is to incorporate all of this into the model to propogate uncertainty into the posteriors. However, the model already takes a long time to run and I may explore a simpler approach using the posteriors from the numbers model to speed up processing.

Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species. 


## NULL


## NULL

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

**Figure 35.**- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.



Weight Fits

**Figure 36.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.8307692

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.07 while 0.93 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_pelagic

11

1

2

0.313

0.293

0.084

0.648

1.011

0.148

0.135

CSEO

p_pelagic

11

11

2

0.318

0.296

0.088

0.660

1.010

0.152

0.145

CSEO

p_pelagic

11

12

2

0.309

0.290

0.089

0.646

1.010

0.148

0.128

CSEO

p_pelagic

11

13

1

0.426

0.416

0.148

0.737

1.014

0.156

0.064

CSEO

p_pelagic

11

14

2

0.323

0.303

0.089

0.651

1.012

0.147

0.136

CSEO

p_pelagic

11

15

2

0.302

0.278

0.083

0.639

1.013

0.145

0.166

CSEO

p_pelagic

11

20

1

0.455

0.449

0.200

0.749

1.012

0.145

0.041

CSEO

p_pelagic

11

3

1

0.420

0.409

0.142

0.739

1.010

0.159

0.069

CSEO

p_pelagic

11

4

2

0.322

0.299

0.093

0.661

1.022

0.151

0.153

CSEO

p_pelagic

11

5

1

0.426

0.419

0.158

0.750

1.016

0.155

0.045

CSEO

p_pelagic

11

6

1

0.424

0.414

0.154

0.737

1.012

0.156

0.064

CSEO

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

beta2_pH

10

3

1.826

0.421

0.169

17.622

1.144

4.293

0.327

northeast

beta2_pH

13

1

0.890

0.840

0.530

1.714

1.123

0.281

0.178

NSEI

beta0_pelagic

13

0.175

0.274

-1.013

0.676

1.119

0.399

-0.248

NSEI

beta1_pelagic

13

0.936

0.790

0.023

2.816

1.110

0.670

0.218

NSEI

tau_beta5_pH

2

3

1.071

0.637

0.069

4.345

1.114

1.987

0.218

NG

lambda_H

15

0.031

0.016

0.003

0.090

1.273

0.363

0.041

SSEI

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

144.00

163.00

754.00

296.00

Prop. of total

0.47

0.53

0.72

0.28

Prop. median less than 1

0.68

0.29

0.42

0.57

Prop. median less than 10

0.77

0.52

0.65

0.76

Prop. median less than 50

0.85

0.71

0.81

0.86

Median of the median values

0.19

8.12

2.48

0.49

Mean of the median values

207.84

158.91

56.76

58.77

Mean skew of posteriors

0.27

0.29

0.27

0.24

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

6.00

5.00

50.00

33.00

Prop. of total

0.55

0.45

0.60

0.40

Prop. median less than 1

1.00

0.40

0.84

0.79

Prop. median less than 10

1.00

1.00

0.96

0.88

Prop. median less than 50

1.00

1.00

0.96

1.00

Median of the median values

0.00

1.19

0.01

0.06

Mean of the median values

0.02

3.47

8.27

1.85

Mean skew of posteriors

0.20

0.19

0.15

0.16

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

beta0_pelagic

1

beta2_pH

2

H_ay

1

H_ayu

1

Ho_ay

2

Ho_ayu

4

Hp_ay

1

Hp_ayu

1

Hy_ay

1

Hy_ayu

3

lambda_H

1

R_ay

1

R_ayg

1

R_ayu

2

Rb_ay

1

Rb_ayg

1

Rb_ayu

1

Ro_ay

12

Ro_ayg

4

Ro_ayu

32

Rp_ay

1

Rp_ayg

1

Rp_ayu

1

Rs_ay

3

Rs_ayg

4

Rs_ayu

1

Ry_ay

14

Ry_ayg

6

Ry_ayu

24

tau_beta5_pH

1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.094 0.079 -0.242 -0.100 0.071
mu_bc_H[2] -0.058 0.052 -0.145 -0.062 0.057
mu_bc_H[3] -0.421 0.067 -0.552 -0.424 -0.285
mu_bc_H[4] -0.980 0.195 -1.378 -0.983 -0.600
mu_bc_H[5] 0.639 0.659 -0.233 0.545 2.116
mu_bc_H[6] -2.269 0.308 -2.871 -2.273 -1.668
mu_bc_H[7] -0.474 0.108 -0.693 -0.471 -0.273
mu_bc_H[8] 0.223 0.355 -0.384 0.187 0.988
mu_bc_H[9] -0.291 0.134 -0.551 -0.293 -0.018
mu_bc_H[10] -0.084 0.070 -0.213 -0.085 0.057
mu_bc_H[11] -0.145 0.038 -0.219 -0.144 -0.068
mu_bc_H[12] -0.264 0.103 -0.486 -0.258 -0.073
mu_bc_H[13] -0.112 0.072 -0.249 -0.112 0.032
mu_bc_H[14] -0.292 0.093 -0.480 -0.288 -0.108
mu_bc_H[15] -0.340 0.049 -0.435 -0.340 -0.238
mu_bc_H[16] -0.360 0.353 -0.992 -0.389 0.400
mu_bc_R[1] 1.234 0.114 1.009 1.231 1.456
mu_bc_R[2] 1.361 0.088 1.182 1.364 1.524
mu_bc_R[3] 1.232 0.092 1.055 1.230 1.408
mu_bc_R[4] 0.881 0.186 0.486 0.893 1.217
mu_bc_R[5] 1.332 0.357 0.634 1.339 2.029
mu_bc_R[6] -1.359 0.337 -2.048 -1.358 -0.675
mu_bc_R[7] 0.538 0.183 0.159 0.542 0.888
mu_bc_R[8] 0.608 0.147 0.327 0.606 0.896
mu_bc_R[9] 0.303 0.195 -0.110 0.317 0.663
mu_bc_R[10] 1.176 0.112 0.946 1.178 1.388
mu_bc_R[11] 1.146 0.066 1.017 1.147 1.274
mu_bc_R[12] 0.864 0.163 0.546 0.862 1.171
mu_bc_R[13] 0.920 0.082 0.761 0.920 1.082
mu_bc_R[14] 0.908 0.123 0.661 0.909 1.146
mu_bc_R[15] 0.717 0.082 0.558 0.716 0.880
mu_bc_R[16] 1.170 0.103 0.971 1.168 1.375
tau_pH[1] 6.391 0.553 5.362 6.373 7.541
tau_pH[2] 1.862 0.206 1.480 1.854 2.297
tau_pH[3] 2.228 0.230 1.813 2.214 2.715
beta0_pH[1,1] 0.533 0.164 0.189 0.539 0.832
beta0_pH[2,1] 1.467 0.144 1.171 1.470 1.741
beta0_pH[3,1] 1.397 0.211 0.867 1.424 1.714
beta0_pH[4,1] 1.552 0.205 1.098 1.567 1.903
beta0_pH[5,1] -1.004 0.304 -1.640 -0.977 -0.528
beta0_pH[6,1] -0.722 0.472 -1.898 -0.631 -0.102
beta0_pH[7,1] 0.737 0.086 0.569 0.736 0.909
beta0_pH[8,1] -0.757 0.292 -1.428 -0.726 -0.273
beta0_pH[9,1] -0.687 0.309 -1.356 -0.655 -0.192
beta0_pH[10,1] 0.340 0.163 0.010 0.345 0.643
beta0_pH[11,1] -0.110 0.148 -0.416 -0.105 0.171
beta0_pH[12,1] 0.508 0.164 0.185 0.509 0.821
beta0_pH[13,1] -0.004 0.127 -0.256 -0.003 0.239
beta0_pH[14,1] -0.260 0.145 -0.554 -0.257 0.011
beta0_pH[15,1] -0.045 0.144 -0.323 -0.043 0.231
beta0_pH[16,1] -0.255 0.170 -0.617 -0.246 0.062
beta0_pH[1,2] 2.604 0.221 2.171 2.600 3.030
beta0_pH[2,2] 2.871 0.166 2.547 2.875 3.197
beta0_pH[3,2] 3.389 0.184 3.040 3.389 3.770
beta0_pH[4,2] 3.087 0.162 2.776 3.084 3.403
beta0_pH[5,2] 4.451 1.333 2.641 4.161 7.741
beta0_pH[6,2] 3.290 0.246 2.822 3.285 3.798
beta0_pH[7,2] 1.920 0.241 1.423 1.928 2.390
beta0_pH[8,2] 2.823 0.207 2.423 2.821 3.223
beta0_pH[9,2] 3.887 0.281 3.354 3.879 4.438
beta0_pH[10,2] 3.790 0.236 3.336 3.783 4.252
beta0_pH[11,2] 1.852 0.167 1.528 1.851 2.173
beta0_pH[12,2] 1.625 0.199 1.234 1.624 2.007
beta0_pH[13,2] 2.341 0.206 1.951 2.343 2.743
beta0_pH[14,2] 1.626 0.179 1.280 1.623 1.975
beta0_pH[15,2] 2.388 0.195 2.012 2.390 2.760
beta0_pH[16,2] 2.513 0.207 2.115 2.513 2.923
beta0_pH[1,3] 0.406 0.595 -1.004 0.493 1.285
beta0_pH[2,3] 2.072 0.181 1.723 2.071 2.425
beta0_pH[3,3] 2.676 0.157 2.375 2.674 2.984
beta0_pH[4,3] 3.001 0.182 2.644 3.002 3.361
beta0_pH[5,3] 3.041 1.721 0.788 2.685 7.491
beta0_pH[6,3] 1.191 0.381 0.527 1.168 2.009
beta0_pH[7,3] 0.565 0.196 0.191 0.565 0.956
beta0_pH[8,3] 0.273 0.199 -0.106 0.269 0.676
beta0_pH[9,3] -1.724 0.925 -3.477 -1.763 -0.252
beta0_pH[10,3] -0.344 0.681 -1.814 -0.339 0.888
beta0_pH[11,3] 1.087 0.388 0.275 1.097 1.854
beta0_pH[12,3] 0.805 0.429 -0.130 0.841 1.545
beta0_pH[13,3] 1.054 0.421 0.144 1.122 1.675
beta0_pH[14,3] 0.622 0.462 -0.387 0.679 1.386
beta0_pH[15,3] 0.912 0.388 -0.011 1.001 1.439
beta0_pH[16,3] 0.991 0.374 0.098 1.077 1.513
beta1_pH[1,1] 3.221 0.663 2.346 3.087 5.048
beta1_pH[2,1] 1.748 0.253 1.319 1.729 2.264
beta1_pH[3,1] 1.895 0.404 1.392 1.821 2.935
beta1_pH[4,1] 2.136 0.364 1.582 2.086 3.007
beta1_pH[5,1] 2.334 0.348 1.775 2.302 3.088
beta1_pH[6,1] 2.837 0.973 1.584 2.598 5.209
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 2.981 0.773 1.847 2.813 4.732
beta1_pH[9,1] 2.294 0.429 1.654 2.237 3.253
beta1_pH[10,1] 2.162 0.246 1.700 2.154 2.685
beta1_pH[11,1] 3.337 0.208 2.955 3.327 3.770
beta1_pH[12,1] 2.868 0.200 2.479 2.865 3.266
beta1_pH[13,1] 2.700 0.190 2.334 2.697 3.085
beta1_pH[14,1] 3.338 0.212 2.926 3.333 3.765
beta1_pH[15,1] 2.634 0.200 2.247 2.630 3.026
beta1_pH[16,1] 3.062 0.221 2.659 3.049 3.536
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 2.986 1.472 1.226 2.534 6.483
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 3.538 0.673 2.255 3.499 4.904
beta1_pH[9,3] 3.918 1.048 2.296 3.895 6.051
beta1_pH[10,3] 5.244 1.948 2.606 4.843 10.354
beta1_pH[11,3] 1.524 0.439 0.638 1.523 2.427
beta1_pH[12,3] 2.474 0.486 1.617 2.451 3.513
beta1_pH[13,3] 0.513 0.469 0.000 0.430 1.555
beta1_pH[14,3] 1.620 0.525 0.725 1.586 2.789
beta1_pH[15,3] 0.413 0.419 0.000 0.295 1.411
beta1_pH[16,3] 0.407 0.412 0.000 0.293 1.358
beta2_pH[1,1] 0.440 0.140 0.227 0.421 0.762
beta2_pH[2,1] 0.896 0.508 0.332 0.766 2.376
beta2_pH[3,1] 0.841 0.559 0.195 0.690 2.393
beta2_pH[4,1] 0.603 0.322 0.226 0.539 1.408
beta2_pH[5,1] 1.843 1.107 0.401 1.668 4.678
beta2_pH[6,1] 0.287 0.240 0.099 0.235 0.829
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 0.260 0.110 0.127 0.240 0.493
beta2_pH[9,1] 0.478 0.256 0.198 0.432 1.068
beta2_pH[10,1] 0.716 0.360 0.345 0.640 1.570
beta2_pH[11,1] 0.764 0.173 0.484 0.746 1.151
beta2_pH[12,1] 1.189 0.379 0.730 1.103 2.162
beta2_pH[13,1] 0.890 0.281 0.530 0.840 1.714
beta2_pH[14,1] 0.846 0.185 0.555 0.826 1.269
beta2_pH[15,1] 0.779 0.214 0.450 0.752 1.264
beta2_pH[16,1] 0.802 0.206 0.460 0.784 1.250
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 4.115 5.964 0.137 0.733 20.404
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 6.115 4.110 1.175 5.264 17.564
beta2_pH[9,3] 2.683 4.536 0.237 0.553 17.471
beta2_pH[10,3] 1.826 4.293 0.169 0.421 17.622
beta2_pH[11,3] -7.842 5.913 -22.905 -6.106 -0.946
beta2_pH[12,3] -7.762 5.869 -22.461 -5.789 -1.319
beta2_pH[13,3] -8.003 5.942 -22.854 -6.309 -0.824
beta2_pH[14,3] -8.063 6.031 -23.023 -6.063 -1.231
beta2_pH[15,3] -7.974 5.930 -22.972 -6.199 -0.896
beta2_pH[16,3] -7.992 5.903 -22.736 -6.397 -0.657
beta3_pH[1,1] 36.213 1.302 34.186 36.016 39.635
beta3_pH[2,1] 32.781 0.992 31.062 32.728 34.816
beta3_pH[3,1] 33.198 1.081 31.196 33.169 35.528
beta3_pH[4,1] 32.981 1.117 30.879 32.961 35.324
beta3_pH[5,1] 27.236 0.529 26.264 27.227 28.191
beta3_pH[6,1] 34.708 3.083 28.878 34.405 40.955
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 36.723 2.672 31.362 36.706 41.966
beta3_pH[9,1] 30.230 1.425 27.691 30.164 33.245
beta3_pH[10,1] 32.698 0.831 31.172 32.664 34.429
beta3_pH[11,1] 30.432 0.432 29.613 30.427 31.316
beta3_pH[12,1] 30.459 0.352 29.786 30.453 31.145
beta3_pH[13,1] 32.776 0.511 31.794 32.772 33.810
beta3_pH[14,1] 32.069 0.428 31.254 32.042 32.929
beta3_pH[15,1] 31.359 0.587 30.211 31.343 32.533
beta3_pH[16,1] 30.782 0.480 29.826 30.783 31.729
beta3_pH[1,2] 33.353 4.868 25.493 33.137 41.507
beta3_pH[2,2] 33.594 4.920 25.407 33.666 41.617
beta3_pH[3,2] 30.007 6.993 18.509 30.031 41.304
beta3_pH[4,2] 29.993 7.009 18.543 29.912 41.459
beta3_pH[5,2] 29.789 6.917 18.683 29.699 41.519
beta3_pH[6,2] 29.859 6.876 18.599 29.645 41.273
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 37.327 2.730 32.606 37.344 41.582
beta3_pH[2,3] 33.522 4.860 25.401 33.523 41.495
beta3_pH[3,3] 30.110 6.930 18.626 30.192 41.460
beta3_pH[4,3] 30.143 6.909 18.732 30.153 41.439
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 41.559 0.243 41.084 41.572 41.953
beta3_pH[9,3] 31.601 1.771 28.417 31.614 34.067
beta3_pH[10,3] 36.252 1.711 33.429 36.042 40.584
beta3_pH[11,3] 40.363 0.938 38.680 40.308 42.212
beta3_pH[12,3] 40.947 0.578 39.717 41.020 41.895
beta3_pH[13,3] 39.889 3.391 30.241 41.196 42.904
beta3_pH[14,3] 40.488 0.817 39.028 40.536 41.813
beta3_pH[15,3] 39.561 3.369 30.334 40.806 42.868
beta3_pH[16,3] 39.231 3.545 29.998 40.501 42.857
beta4_pH[1,1,1] 0.693 0.285 0.305 0.642 1.290
beta4_pH[2,1,1] 0.847 0.219 0.541 0.814 1.264
beta4_pH[3,1,1] 0.910 0.275 0.511 0.863 1.471
beta4_pH[4,1,1] 0.806 0.266 0.433 0.768 1.336
beta4_pH[5,1,1] 0.673 0.552 0.085 0.492 2.017
beta4_pH[6,1,1] 1.883 1.673 0.227 1.353 6.588
beta4_pH[7,1,1] 1.102 0.613 0.348 0.955 2.462
beta4_pH[8,1,1] 0.755 0.423 0.227 0.668 1.727
beta4_pH[9,1,1] 0.922 0.537 0.271 0.784 2.155
beta4_pH[10,1,1] 0.728 0.275 0.349 0.683 1.284
beta4_pH[11,1,1] 0.679 0.244 0.351 0.626 1.193
beta4_pH[12,1,1] 0.925 0.375 0.438 0.840 1.727
beta4_pH[13,1,1] 0.739 0.264 0.378 0.691 1.285
beta4_pH[14,1,1] 1.038 0.344 0.561 0.992 1.711
beta4_pH[15,1,1] 0.918 0.267 0.536 0.877 1.446
beta4_pH[16,1,1] 0.907 0.365 0.423 0.826 1.658
beta4_pH[1,2,1] 0.692 0.286 0.303 0.644 1.276
beta4_pH[2,2,1] 0.852 0.215 0.544 0.825 1.260
beta4_pH[3,2,1] 0.909 0.270 0.516 0.871 1.461
beta4_pH[4,2,1] 0.803 0.267 0.429 0.766 1.340
beta4_pH[5,2,1] 0.672 0.551 0.084 0.504 1.967
beta4_pH[6,2,1] 1.971 1.755 0.229 1.377 6.726
beta4_pH[7,2,1] 1.107 0.617 0.347 0.949 2.509
beta4_pH[8,2,1] 0.765 0.429 0.228 0.673 1.730
beta4_pH[9,2,1] 0.933 0.540 0.272 0.796 2.174
beta4_pH[10,2,1] 0.729 0.279 0.346 0.686 1.293
beta4_pH[11,2,1] 0.693 0.247 0.353 0.651 1.185
beta4_pH[12,2,1] 0.936 0.376 0.441 0.851 1.732
beta4_pH[13,2,1] 0.750 0.268 0.379 0.712 1.293
beta4_pH[14,2,1] 1.026 0.337 0.560 0.965 1.699
beta4_pH[15,2,1] 0.915 0.262 0.537 0.878 1.430
beta4_pH[16,2,1] 0.911 0.366 0.420 0.841 1.654
beta4_pH[1,3,1] 0.691 0.284 0.307 0.643 1.277
beta4_pH[2,3,1] 0.848 0.214 0.542 0.816 1.259
beta4_pH[3,3,1] 0.903 0.271 0.515 0.858 1.459
beta4_pH[4,3,1] 0.803 0.273 0.429 0.753 1.343
beta4_pH[5,3,1] 0.648 0.544 0.085 0.466 1.975
beta4_pH[6,3,1] 1.934 1.743 0.235 1.365 6.756
beta4_pH[7,3,1] 1.108 0.615 0.346 0.951 2.472
beta4_pH[8,3,1] 0.777 0.440 0.227 0.683 1.749
beta4_pH[9,3,1] 0.921 0.546 0.273 0.762 2.199
beta4_pH[10,3,1] 0.722 0.274 0.347 0.681 1.295
beta4_pH[11,3,1] 0.677 0.242 0.349 0.638 1.184
beta4_pH[12,3,1] 0.940 0.385 0.434 0.857 1.740
beta4_pH[13,3,1] 0.746 0.269 0.378 0.700 1.292
beta4_pH[14,3,1] 1.023 0.341 0.560 0.957 1.703
beta4_pH[15,3,1] 0.915 0.264 0.538 0.876 1.438
beta4_pH[16,3,1] 0.895 0.361 0.420 0.814 1.646
beta4_pH[1,4,1] 0.692 0.285 0.307 0.647 1.283
beta4_pH[2,4,1] 0.850 0.213 0.544 0.820 1.257
beta4_pH[3,4,1] 0.904 0.276 0.512 0.858 1.470
beta4_pH[4,4,1] 0.814 0.274 0.431 0.779 1.345
beta4_pH[5,4,1] 0.675 0.547 0.084 0.503 2.026
beta4_pH[6,4,1] 1.891 1.703 0.232 1.328 6.792
beta4_pH[7,4,1] 1.119 0.614 0.350 0.965 2.506
beta4_pH[8,4,1] 0.761 0.431 0.227 0.658 1.714
beta4_pH[9,4,1] 0.921 0.533 0.273 0.783 2.145
beta4_pH[10,4,1] 0.733 0.279 0.347 0.691 1.288
beta4_pH[11,4,1] 0.682 0.244 0.351 0.637 1.189
beta4_pH[12,4,1] 0.928 0.377 0.437 0.839 1.723
beta4_pH[13,4,1] 0.738 0.263 0.380 0.688 1.299
beta4_pH[14,4,1] 1.032 0.336 0.562 0.981 1.700
beta4_pH[15,4,1] 0.913 0.265 0.537 0.871 1.449
beta4_pH[16,4,1] 0.895 0.358 0.421 0.823 1.648
beta4_pH[1,5,1] 0.695 0.288 0.305 0.643 1.289
beta4_pH[2,5,1] 0.862 0.216 0.544 0.841 1.262
beta4_pH[3,5,1] 0.910 0.274 0.515 0.869 1.466
beta4_pH[4,5,1] 0.800 0.267 0.432 0.754 1.343
beta4_pH[5,5,1] 0.648 0.552 0.085 0.456 2.011
beta4_pH[6,5,1] 1.913 1.685 0.235 1.388 6.689
beta4_pH[7,5,1] 1.091 0.614 0.344 0.958 2.510
beta4_pH[8,5,1] 0.751 0.431 0.224 0.651 1.724
beta4_pH[9,5,1] 0.917 0.545 0.273 0.770 2.213
beta4_pH[10,5,1] 0.724 0.279 0.346 0.674 1.294
beta4_pH[11,5,1] 0.694 0.249 0.349 0.644 1.186
beta4_pH[12,5,1] 0.932 0.380 0.437 0.835 1.724
beta4_pH[13,5,1] 0.743 0.271 0.381 0.691 1.293
beta4_pH[14,5,1] 1.026 0.334 0.559 0.981 1.696
beta4_pH[15,5,1] 0.923 0.273 0.537 0.884 1.446
beta4_pH[16,5,1] 0.901 0.359 0.420 0.826 1.648
beta4_pH[1,6,1] 0.697 0.284 0.306 0.653 1.289
beta4_pH[2,6,1] 0.862 0.216 0.543 0.838 1.261
beta4_pH[3,6,1] 0.904 0.271 0.518 0.859 1.468
beta4_pH[4,6,1] 0.810 0.273 0.431 0.761 1.351
beta4_pH[5,6,1] 0.661 0.545 0.083 0.483 1.989
beta4_pH[6,6,1] 1.917 1.721 0.234 1.325 6.653
beta4_pH[7,6,1] 1.084 0.612 0.344 0.931 2.497
beta4_pH[8,6,1] 0.768 0.427 0.232 0.678 1.716
beta4_pH[9,6,1] 0.912 0.535 0.272 0.775 2.176
beta4_pH[10,6,1] 0.725 0.281 0.344 0.680 1.288
beta4_pH[11,6,1] 0.692 0.250 0.350 0.653 1.189
beta4_pH[12,6,1] 0.934 0.379 0.436 0.849 1.725
beta4_pH[13,6,1] 0.751 0.269 0.379 0.704 1.282
beta4_pH[14,6,1] 1.022 0.341 0.557 0.966 1.706
beta4_pH[15,6,1] 0.919 0.264 0.539 0.883 1.440
beta4_pH[16,6,1] 0.895 0.359 0.422 0.822 1.646
beta4_pH[1,7,1] 0.700 0.285 0.307 0.653 1.285
beta4_pH[2,7,1] 0.846 0.215 0.543 0.812 1.265
beta4_pH[3,7,1] 0.901 0.273 0.515 0.858 1.463
beta4_pH[4,7,1] 0.804 0.272 0.429 0.760 1.345
beta4_pH[5,7,1] 0.648 0.528 0.085 0.481 1.961
beta4_pH[6,7,1] 2.008 1.776 0.235 1.418 6.762
beta4_pH[7,7,1] 1.102 0.617 0.345 0.950 2.510
beta4_pH[8,7,1] 0.765 0.432 0.230 0.663 1.737
beta4_pH[9,7,1] 0.935 0.535 0.276 0.800 2.186
beta4_pH[10,7,1] 0.734 0.278 0.348 0.695 1.287
beta4_pH[11,7,1] 0.689 0.246 0.353 0.645 1.184
beta4_pH[12,7,1] 0.925 0.375 0.438 0.842 1.732
beta4_pH[13,7,1] 0.754 0.271 0.382 0.702 1.295
beta4_pH[14,7,1] 1.040 0.341 0.561 0.988 1.706
beta4_pH[15,7,1] 0.917 0.267 0.539 0.873 1.442
beta4_pH[16,7,1] 0.908 0.363 0.423 0.832 1.667
beta4_pH[1,8,1] 0.693 0.289 0.306 0.641 1.292
beta4_pH[2,8,1] 0.850 0.218 0.542 0.816 1.264
beta4_pH[3,8,1] 0.904 0.268 0.521 0.860 1.468
beta4_pH[4,8,1] 0.809 0.270 0.430 0.773 1.337
beta4_pH[5,8,1] 0.679 0.551 0.085 0.501 1.959
beta4_pH[6,8,1] 1.892 1.693 0.231 1.317 6.632
beta4_pH[7,8,1] 1.101 0.607 0.347 0.959 2.481
beta4_pH[8,8,1] 0.752 0.422 0.227 0.656 1.711
beta4_pH[9,8,1] 0.926 0.543 0.271 0.784 2.186
beta4_pH[10,8,1] 0.733 0.282 0.346 0.682 1.289
beta4_pH[11,8,1] 0.684 0.247 0.351 0.638 1.190
beta4_pH[12,8,1] 0.926 0.378 0.438 0.837 1.726
beta4_pH[13,8,1] 0.750 0.272 0.381 0.701 1.291
beta4_pH[14,8,1] 1.033 0.338 0.562 0.981 1.708
beta4_pH[15,8,1] 0.916 0.266 0.539 0.878 1.444
beta4_pH[16,8,1] 0.892 0.356 0.423 0.821 1.648
beta4_pH[1,9,1] 0.682 0.280 0.304 0.633 1.270
beta4_pH[2,9,1] 0.846 0.214 0.543 0.818 1.259
beta4_pH[3,9,1] 0.900 0.272 0.516 0.860 1.468
beta4_pH[4,9,1] 0.815 0.272 0.431 0.772 1.342
beta4_pH[5,9,1] 0.662 0.551 0.085 0.477 2.017
beta4_pH[6,9,1] 1.905 1.694 0.235 1.360 6.627
beta4_pH[7,9,1] 1.103 0.614 0.345 0.955 2.499
beta4_pH[8,9,1] 0.759 0.430 0.228 0.651 1.711
beta4_pH[9,9,1] 0.913 0.535 0.276 0.763 2.184
beta4_pH[10,9,1] 0.726 0.271 0.349 0.684 1.276
beta4_pH[11,9,1] 0.699 0.246 0.354 0.665 1.189
beta4_pH[12,9,1] 0.937 0.381 0.437 0.856 1.733
beta4_pH[13,9,1] 0.748 0.269 0.377 0.702 1.290
beta4_pH[14,9,1] 1.027 0.333 0.561 0.968 1.706
beta4_pH[15,9,1] 0.911 0.264 0.538 0.868 1.444
beta4_pH[16,9,1] 0.904 0.360 0.417 0.838 1.650
beta4_pH[1,10,1] 0.697 0.288 0.306 0.645 1.281
beta4_pH[2,10,1] 0.856 0.215 0.545 0.833 1.261
beta4_pH[3,10,1] 0.901 0.270 0.517 0.859 1.465
beta4_pH[4,10,1] 0.810 0.271 0.432 0.768 1.352
beta4_pH[5,10,1] 0.663 0.544 0.084 0.488 1.979
beta4_pH[6,10,1] 1.920 1.704 0.229 1.364 6.549
beta4_pH[7,10,1] 1.122 0.619 0.352 0.981 2.506
beta4_pH[8,10,1] 0.760 0.427 0.227 0.672 1.724
beta4_pH[9,10,1] 0.934 0.547 0.278 0.791 2.179
beta4_pH[10,10,1] 0.724 0.277 0.345 0.683 1.290
beta4_pH[11,10,1] 0.687 0.249 0.350 0.643 1.188
beta4_pH[12,10,1] 0.919 0.374 0.437 0.836 1.734
beta4_pH[13,10,1] 0.746 0.269 0.380 0.702 1.296
beta4_pH[14,10,1] 1.021 0.337 0.562 0.954 1.704
beta4_pH[15,10,1] 0.921 0.268 0.536 0.881 1.446
beta4_pH[16,10,1] 0.897 0.362 0.424 0.814 1.659
beta4_pH[1,11,1] 0.693 0.286 0.305 0.648 1.286
beta4_pH[2,11,1] 0.858 0.216 0.543 0.837 1.265
beta4_pH[3,11,1] 0.906 0.271 0.513 0.858 1.462
beta4_pH[4,11,1] 0.800 0.266 0.431 0.760 1.344
beta4_pH[5,11,1] 0.650 0.527 0.084 0.490 1.952
beta4_pH[6,11,1] 1.910 1.699 0.228 1.347 6.709
beta4_pH[7,11,1] 1.089 0.611 0.349 0.941 2.483
beta4_pH[8,11,1] 0.755 0.429 0.225 0.658 1.704
beta4_pH[9,11,1] 0.916 0.543 0.274 0.766 2.180
beta4_pH[10,11,1] 0.719 0.278 0.343 0.665 1.295
beta4_pH[11,11,1] 0.690 0.252 0.352 0.642 1.192
beta4_pH[12,11,1] 0.918 0.375 0.434 0.831 1.715
beta4_pH[13,11,1] 0.739 0.268 0.380 0.692 1.284
beta4_pH[14,11,1] 1.022 0.334 0.563 0.965 1.691
beta4_pH[15,11,1] 0.912 0.265 0.539 0.863 1.441
beta4_pH[16,11,1] 0.898 0.359 0.417 0.825 1.654
beta4_pH[1,12,1] 0.698 0.289 0.306 0.644 1.294
beta4_pH[2,12,1] 0.855 0.215 0.543 0.828 1.263
beta4_pH[3,12,1] 0.908 0.270 0.513 0.862 1.465
beta4_pH[4,12,1] 0.810 0.272 0.430 0.769 1.342
beta4_pH[5,12,1] 0.643 0.540 0.085 0.461 1.953
beta4_pH[6,12,1] 1.925 1.731 0.230 1.327 6.619
beta4_pH[7,12,1] 1.096 0.614 0.350 0.951 2.512
beta4_pH[8,12,1] 0.773 0.436 0.226 0.671 1.749
beta4_pH[9,12,1] 0.923 0.542 0.276 0.782 2.185
beta4_pH[10,12,1] 0.718 0.272 0.347 0.672 1.290
beta4_pH[11,12,1] 0.686 0.242 0.352 0.641 1.188
beta4_pH[12,12,1] 0.936 0.384 0.439 0.847 1.730
beta4_pH[13,12,1] 0.746 0.272 0.379 0.692 1.296
beta4_pH[14,12,1] 1.023 0.337 0.560 0.966 1.703
beta4_pH[15,12,1] 0.913 0.269 0.537 0.869 1.441
beta4_pH[16,12,1] 0.905 0.362 0.423 0.837 1.648
beta4_pH[1,13,1] 0.689 0.287 0.301 0.639 1.279
beta4_pH[2,13,1] 0.850 0.214 0.542 0.827 1.256
beta4_pH[3,13,1] 0.908 0.269 0.517 0.868 1.456
beta4_pH[4,13,1] 0.803 0.268 0.433 0.761 1.347
beta4_pH[5,13,1] 0.658 0.548 0.085 0.468 2.006
beta4_pH[6,13,1] 1.975 1.799 0.230 1.350 6.916
beta4_pH[7,13,1] 1.093 0.622 0.343 0.935 2.507
beta4_pH[8,13,1] 0.776 0.430 0.226 0.690 1.713
beta4_pH[9,13,1] 0.936 0.541 0.277 0.793 2.169
beta4_pH[10,13,1] 0.724 0.276 0.345 0.681 1.288
beta4_pH[11,13,1] 0.692 0.249 0.352 0.647 1.183
beta4_pH[12,13,1] 0.913 0.372 0.436 0.827 1.734
beta4_pH[13,13,1] 0.750 0.270 0.381 0.701 1.294
beta4_pH[14,13,1] 1.029 0.331 0.559 0.976 1.687
beta4_pH[15,13,1] 0.920 0.265 0.540 0.882 1.439
beta4_pH[16,13,1] 0.903 0.362 0.422 0.827 1.646
beta4_pH[1,14,1] 0.702 0.283 0.308 0.658 1.277
beta4_pH[2,14,1] 0.885 0.217 0.550 0.871 1.269
beta4_pH[3,14,1] 0.869 0.266 0.510 0.823 1.453
beta4_pH[4,14,1] 0.812 0.267 0.432 0.780 1.350
beta4_pH[5,14,1] 0.660 0.539 0.086 0.491 2.002
beta4_pH[6,14,1] 2.080 1.747 0.244 1.482 6.725
beta4_pH[7,14,1] 1.111 0.618 0.353 0.956 2.496
beta4_pH[8,14,1] 0.752 0.428 0.225 0.655 1.738
beta4_pH[9,14,1] 0.914 0.539 0.275 0.779 2.176
beta4_pH[10,14,1] 0.744 0.285 0.347 0.699 1.300
beta4_pH[11,14,1] 0.692 0.242 0.352 0.653 1.183
beta4_pH[12,14,1] 0.919 0.376 0.435 0.834 1.718
beta4_pH[13,14,1] 0.756 0.269 0.379 0.716 1.292
beta4_pH[14,14,1] 1.033 0.337 0.563 0.979 1.703
beta4_pH[15,14,1] 0.913 0.263 0.538 0.870 1.435
beta4_pH[16,14,1] 0.893 0.358 0.418 0.822 1.645
beta4_pH[1,15,1] 0.743 0.296 0.313 0.707 1.297
beta4_pH[2,15,1] 0.919 0.219 0.553 0.921 1.277
beta4_pH[3,15,1] 0.938 0.277 0.521 0.896 1.476
beta4_pH[4,15,1] 0.822 0.271 0.434 0.788 1.350
beta4_pH[5,15,1] 0.618 0.532 0.082 0.434 1.948
beta4_pH[6,15,1] 1.985 1.755 0.234 1.397 6.616
beta4_pH[7,15,1] 1.106 0.622 0.346 0.946 2.510
beta4_pH[8,15,1] 0.740 0.423 0.225 0.639 1.705
beta4_pH[9,15,1] 0.905 0.540 0.277 0.758 2.183
beta4_pH[10,15,1] 0.744 0.282 0.347 0.697 1.298
beta4_pH[11,15,1] 0.689 0.248 0.351 0.648 1.188
beta4_pH[12,15,1] 0.944 0.380 0.440 0.866 1.729
beta4_pH[13,15,1] 0.743 0.267 0.379 0.696 1.294
beta4_pH[14,15,1] 1.023 0.340 0.560 0.969 1.700
beta4_pH[15,15,1] 0.908 0.258 0.537 0.867 1.435
beta4_pH[16,15,1] 0.906 0.362 0.422 0.836 1.652
beta4_pH[1,16,1] 0.689 0.285 0.305 0.644 1.282
beta4_pH[2,16,1] 0.903 0.218 0.551 0.896 1.272
beta4_pH[3,16,1] 0.926 0.274 0.517 0.886 1.474
beta4_pH[4,16,1] 0.819 0.269 0.432 0.783 1.346
beta4_pH[5,16,1] 0.637 0.532 0.086 0.459 1.956
beta4_pH[6,16,1] 1.979 1.772 0.233 1.355 6.789
beta4_pH[7,16,1] 1.120 0.612 0.348 0.979 2.472
beta4_pH[8,16,1] 0.768 0.434 0.225 0.667 1.723
beta4_pH[9,16,1] 0.879 0.528 0.276 0.725 2.169
beta4_pH[10,16,1] 0.742 0.279 0.346 0.705 1.288
beta4_pH[11,16,1] 0.691 0.248 0.351 0.641 1.188
beta4_pH[12,16,1] 0.941 0.375 0.438 0.859 1.731
beta4_pH[13,16,1] 0.743 0.267 0.379 0.693 1.298
beta4_pH[14,16,1] 1.035 0.336 0.563 0.979 1.708
beta4_pH[15,16,1] 0.914 0.268 0.537 0.878 1.437
beta4_pH[16,16,1] 0.898 0.360 0.419 0.826 1.647
beta4_pH[1,17,1] 0.675 0.276 0.307 0.621 1.269
beta4_pH[2,17,1] 0.882 0.216 0.544 0.866 1.266
beta4_pH[3,17,1] 0.930 0.274 0.517 0.902 1.470
beta4_pH[4,17,1] 0.824 0.271 0.436 0.785 1.348
beta4_pH[5,17,1] 0.631 0.528 0.082 0.465 1.955
beta4_pH[6,17,1] 2.208 1.844 0.234 1.557 6.909
beta4_pH[7,17,1] 1.168 0.628 0.356 1.019 2.513
beta4_pH[8,17,1] 0.774 0.429 0.229 0.680 1.733
beta4_pH[9,17,1] 0.899 0.533 0.274 0.755 2.179
beta4_pH[10,17,1] 0.746 0.281 0.347 0.713 1.297
beta4_pH[11,17,1] 0.695 0.246 0.351 0.656 1.190
beta4_pH[12,17,1] 0.910 0.375 0.434 0.815 1.724
beta4_pH[13,17,1] 0.756 0.266 0.383 0.710 1.290
beta4_pH[14,17,1] 1.012 0.331 0.559 0.953 1.703
beta4_pH[15,17,1] 0.908 0.266 0.537 0.865 1.440
beta4_pH[16,17,1] 0.926 0.365 0.426 0.854 1.661
beta4_pH[1,18,1] 0.708 0.287 0.306 0.671 1.290
beta4_pH[2,18,1] 0.878 0.216 0.545 0.859 1.267
beta4_pH[3,18,1] 0.900 0.267 0.515 0.860 1.457
beta4_pH[4,18,1] 0.823 0.267 0.432 0.789 1.327
beta4_pH[5,18,1] 0.602 0.516 0.084 0.421 1.947
beta4_pH[6,18,1] 1.854 1.669 0.233 1.318 6.598
beta4_pH[7,18,1] 1.104 0.610 0.348 0.960 2.472
beta4_pH[8,18,1] 0.778 0.433 0.223 0.686 1.743
beta4_pH[9,18,1] 0.895 0.533 0.273 0.746 2.162
beta4_pH[10,18,1] 0.745 0.279 0.350 0.700 1.300
beta4_pH[11,18,1] 0.686 0.253 0.353 0.627 1.196
beta4_pH[12,18,1] 0.931 0.377 0.439 0.847 1.722
beta4_pH[13,18,1] 0.741 0.267 0.380 0.685 1.291
beta4_pH[14,18,1] 1.027 0.333 0.560 0.983 1.702
beta4_pH[15,18,1] 0.921 0.268 0.542 0.877 1.444
beta4_pH[16,18,1] 0.907 0.363 0.419 0.840 1.650
beta4_pH[1,19,1] 0.721 0.288 0.312 0.678 1.283
beta4_pH[2,19,1] 0.889 0.218 0.548 0.875 1.272
beta4_pH[3,19,1] 0.912 0.274 0.515 0.871 1.470
beta4_pH[4,19,1] 0.821 0.270 0.432 0.778 1.343
beta4_pH[5,19,1] 0.609 0.527 0.082 0.432 1.991
beta4_pH[6,19,1] 1.923 1.749 0.230 1.332 6.740
beta4_pH[7,19,1] 1.179 0.639 0.349 1.042 2.534
beta4_pH[8,19,1] 0.753 0.427 0.224 0.655 1.724
beta4_pH[9,19,1] 0.928 0.545 0.272 0.790 2.192
beta4_pH[10,19,1] 0.749 0.282 0.348 0.710 1.300
beta4_pH[11,19,1] 0.682 0.246 0.353 0.635 1.182
beta4_pH[12,19,1] 0.917 0.375 0.437 0.832 1.724
beta4_pH[13,19,1] 0.752 0.271 0.380 0.700 1.299
beta4_pH[14,19,1] 1.028 0.337 0.562 0.973 1.704
beta4_pH[15,19,1] 0.915 0.266 0.538 0.870 1.437
beta4_pH[16,19,1] 0.903 0.359 0.421 0.831 1.648
beta4_pH[1,20,1] 0.703 0.288 0.308 0.651 1.288
beta4_pH[2,20,1] 0.897 0.214 0.547 0.897 1.267
beta4_pH[3,20,1] 0.930 0.271 0.520 0.887 1.474
beta4_pH[4,20,1] 0.818 0.273 0.429 0.781 1.350
beta4_pH[5,20,1] 0.667 0.543 0.085 0.499 1.979
beta4_pH[6,20,1] 1.945 1.723 0.226 1.365 6.570
beta4_pH[7,20,1] 1.138 0.620 0.351 0.981 2.495
beta4_pH[8,20,1] 0.765 0.434 0.224 0.666 1.730
beta4_pH[9,20,1] 0.931 0.550 0.273 0.785 2.210
beta4_pH[10,20,1] 0.738 0.283 0.346 0.687 1.304
beta4_pH[11,20,1] 0.688 0.248 0.353 0.643 1.196
beta4_pH[12,20,1] 0.934 0.377 0.438 0.853 1.724
beta4_pH[13,20,1] 0.752 0.267 0.381 0.706 1.300
beta4_pH[14,20,1] 1.029 0.341 0.562 0.968 1.706
beta4_pH[15,20,1] 0.918 0.267 0.538 0.874 1.443
beta4_pH[16,20,1] 0.909 0.361 0.423 0.843 1.663
beta4_pH[1,21,1] 0.688 0.280 0.304 0.643 1.276
beta4_pH[2,21,1] 0.856 0.212 0.544 0.826 1.264
beta4_pH[3,21,1] 0.917 0.268 0.518 0.883 1.466
beta4_pH[4,21,1] 0.800 0.266 0.427 0.757 1.337
beta4_pH[5,21,1] 0.667 0.547 0.085 0.496 1.987
beta4_pH[6,21,1] 1.804 1.630 0.228 1.298 6.472
beta4_pH[7,21,1] 1.007 0.578 0.344 0.853 2.424
beta4_pH[8,21,1] 0.784 0.435 0.229 0.699 1.736
beta4_pH[9,21,1] 0.948 0.553 0.276 0.795 2.198
beta4_pH[10,21,1] 0.716 0.277 0.342 0.669 1.288
beta4_pH[11,21,1] 0.696 0.245 0.351 0.656 1.193
beta4_pH[12,21,1] 0.933 0.386 0.435 0.842 1.735
beta4_pH[13,21,1] 0.741 0.265 0.379 0.696 1.287
beta4_pH[14,21,1] 1.022 0.336 0.563 0.961 1.700
beta4_pH[15,21,1] 0.914 0.265 0.538 0.875 1.438
beta4_pH[16,21,1] 0.890 0.356 0.422 0.817 1.646
beta4_pH[1,22,1] 0.684 0.279 0.308 0.634 1.280
beta4_pH[2,22,1] 0.858 0.210 0.545 0.835 1.252
beta4_pH[3,22,1] 0.881 0.261 0.511 0.841 1.446
beta4_pH[4,22,1] 0.844 0.276 0.439 0.814 1.353
beta4_pH[5,22,1] 0.555 0.488 0.082 0.384 1.901
beta4_pH[6,22,1] 1.685 1.567 0.229 1.166 6.151
beta4_pH[7,22,1] 1.030 0.597 0.343 0.867 2.476
beta4_pH[8,22,1] 0.790 0.439 0.225 0.703 1.745
beta4_pH[9,22,1] 0.911 0.544 0.271 0.762 2.182
beta4_pH[10,22,1] 0.714 0.278 0.342 0.656 1.280
beta4_pH[11,22,1] 0.690 0.247 0.350 0.641 1.186
beta4_pH[12,22,1] 0.930 0.380 0.435 0.840 1.740
beta4_pH[13,22,1] 0.756 0.267 0.381 0.716 1.299
beta4_pH[14,22,1] 1.026 0.339 0.558 0.969 1.701
beta4_pH[15,22,1] 0.914 0.264 0.536 0.871 1.437
beta4_pH[16,22,1] 0.889 0.358 0.419 0.812 1.656
beta4_pH[1,23,1] 0.658 0.274 0.305 0.606 1.275
beta4_pH[2,23,1] 0.912 0.216 0.553 0.912 1.270
beta4_pH[3,23,1] 0.923 0.274 0.514 0.885 1.471
beta4_pH[4,23,1] 0.833 0.278 0.432 0.798 1.358
beta4_pH[5,23,1] 0.708 0.557 0.087 0.555 2.016
beta4_pH[6,23,1] 1.872 1.694 0.229 1.301 6.609
beta4_pH[7,23,1] 1.087 0.614 0.347 0.934 2.494
beta4_pH[8,23,1] 0.767 0.424 0.229 0.672 1.705
beta4_pH[9,23,1] 0.925 0.547 0.276 0.775 2.199
beta4_pH[10,23,1] 0.736 0.281 0.349 0.694 1.281
beta4_pH[11,23,1] 0.685 0.245 0.352 0.640 1.185
beta4_pH[12,23,1] 0.919 0.371 0.440 0.827 1.716
beta4_pH[13,23,1] 0.749 0.268 0.382 0.704 1.285
beta4_pH[14,23,1] 1.017 0.334 0.561 0.949 1.698
beta4_pH[15,23,1] 0.918 0.266 0.542 0.872 1.443
beta4_pH[16,23,1] 0.912 0.366 0.421 0.839 1.647
beta4_pH[1,24,1] 0.676 0.280 0.306 0.626 1.268
beta4_pH[2,24,1] 0.890 0.218 0.545 0.885 1.268
beta4_pH[3,24,1] 0.905 0.264 0.517 0.873 1.458
beta4_pH[4,24,1] 0.849 0.273 0.435 0.824 1.352
beta4_pH[5,24,1] 0.639 0.529 0.084 0.467 1.938
beta4_pH[6,24,1] 1.817 1.645 0.225 1.265 6.415
beta4_pH[7,24,1] 1.092 0.612 0.348 0.945 2.471
beta4_pH[8,24,1] 0.723 0.424 0.226 0.610 1.713
beta4_pH[9,24,1] 0.934 0.552 0.277 0.778 2.201
beta4_pH[10,24,1] 0.723 0.279 0.345 0.679 1.287
beta4_pH[11,24,1] 0.691 0.249 0.353 0.646 1.187
beta4_pH[12,24,1] 0.954 0.389 0.437 0.869 1.737
beta4_pH[13,24,1] 0.748 0.272 0.380 0.700 1.291
beta4_pH[14,24,1] 1.024 0.335 0.562 0.969 1.695
beta4_pH[15,24,1] 0.916 0.269 0.537 0.875 1.445
beta4_pH[16,24,1] 0.893 0.357 0.421 0.832 1.653
beta4_pH[1,25,1] 0.787 0.298 0.314 0.767 1.312
beta4_pH[2,25,1] 0.888 0.213 0.550 0.880 1.267
beta4_pH[3,25,1] 0.982 0.275 0.529 0.961 1.489
beta4_pH[4,25,1] 0.819 0.271 0.432 0.785 1.346
beta4_pH[5,25,1] 0.615 0.516 0.083 0.449 1.936
beta4_pH[6,25,1] 1.746 1.623 0.229 1.232 6.394
beta4_pH[7,25,1] 1.119 0.626 0.348 0.967 2.521
beta4_pH[8,25,1] 0.746 0.417 0.228 0.653 1.710
beta4_pH[9,25,1] 0.945 0.543 0.275 0.812 2.198
beta4_pH[10,25,1] 0.747 0.281 0.347 0.710 1.298
beta4_pH[11,25,1] 0.696 0.249 0.351 0.654 1.198
beta4_pH[12,25,1] 0.936 0.383 0.433 0.856 1.741
beta4_pH[13,25,1] 0.748 0.264 0.377 0.704 1.293
beta4_pH[14,25,1] 1.004 0.330 0.559 0.944 1.686
beta4_pH[15,25,1] 0.907 0.266 0.536 0.857 1.436
beta4_pH[16,25,1] 0.898 0.358 0.421 0.829 1.654
beta4_pH[1,26,1] 0.730 0.291 0.307 0.696 1.298
beta4_pH[2,26,1] 0.929 0.216 0.553 0.934 1.275
beta4_pH[3,26,1] 0.916 0.259 0.521 0.884 1.447
beta4_pH[4,26,1] 0.794 0.268 0.427 0.743 1.336
beta4_pH[5,26,1] 0.610 0.509 0.084 0.437 1.903
beta4_pH[6,26,1] 1.937 1.719 0.233 1.387 6.680
beta4_pH[7,26,1] 1.126 0.629 0.346 0.973 2.520
beta4_pH[8,26,1] 0.801 0.449 0.226 0.712 1.737
beta4_pH[9,26,1] 0.941 0.546 0.275 0.789 2.196
beta4_pH[10,26,1] 0.735 0.282 0.344 0.684 1.296
beta4_pH[11,26,1] 0.689 0.247 0.352 0.647 1.188
beta4_pH[12,26,1] 0.915 0.373 0.439 0.828 1.713
beta4_pH[13,26,1] 0.743 0.264 0.382 0.696 1.287
beta4_pH[14,26,1] 1.019 0.331 0.560 0.960 1.695
beta4_pH[15,26,1] 0.920 0.266 0.542 0.879 1.442
beta4_pH[16,26,1] 0.899 0.354 0.421 0.827 1.643
beta4_pH[1,27,1] 0.738 0.294 0.309 0.703 1.292
beta4_pH[2,27,1] 0.949 0.218 0.557 0.970 1.277
beta4_pH[3,27,1] 0.970 0.273 0.528 0.939 1.478
beta4_pH[4,27,1] 0.778 0.263 0.426 0.726 1.330
beta4_pH[5,27,1] 0.646 0.535 0.085 0.476 1.996
beta4_pH[6,27,1] 1.712 1.580 0.225 1.216 6.413
beta4_pH[7,27,1] 1.077 0.607 0.348 0.924 2.485
beta4_pH[8,27,1] 0.803 0.444 0.226 0.719 1.756
beta4_pH[9,27,1] 0.900 0.525 0.273 0.766 2.181
beta4_pH[10,27,1] 0.765 0.285 0.349 0.728 1.297
beta4_pH[11,27,1] 0.685 0.247 0.352 0.638 1.193
beta4_pH[12,27,1] 0.942 0.380 0.441 0.866 1.736
beta4_pH[13,27,1] 0.747 0.267 0.381 0.702 1.296
beta4_pH[14,27,1] 1.017 0.331 0.562 0.965 1.688
beta4_pH[15,27,1] 0.925 0.273 0.537 0.884 1.448
beta4_pH[16,27,1] 0.899 0.353 0.424 0.828 1.643
beta4_pH[1,28,1] 0.729 0.292 0.311 0.692 1.294
beta4_pH[2,28,1] 0.888 0.210 0.551 0.880 1.261
beta4_pH[3,28,1] 0.844 0.259 0.509 0.791 1.435
beta4_pH[4,28,1] 0.788 0.267 0.429 0.735 1.330
beta4_pH[5,28,1] 0.495 0.441 0.083 0.332 1.734
beta4_pH[6,28,1] 1.810 1.618 0.227 1.296 6.468
beta4_pH[7,28,1] 1.043 0.600 0.344 0.881 2.442
beta4_pH[8,28,1] 0.784 0.430 0.233 0.698 1.723
beta4_pH[9,28,1] 0.931 0.543 0.276 0.785 2.190
beta4_pH[10,28,1] 0.755 0.286 0.348 0.712 1.308
beta4_pH[11,28,1] 0.692 0.249 0.352 0.650 1.195
beta4_pH[12,28,1] 0.960 0.382 0.442 0.889 1.735
beta4_pH[13,28,1] 0.748 0.268 0.382 0.706 1.293
beta4_pH[14,28,1] 1.026 0.330 0.564 0.974 1.698
beta4_pH[15,28,1] 0.905 0.264 0.539 0.861 1.447
beta4_pH[16,28,1] 0.891 0.354 0.420 0.816 1.652
beta4_pH[1,29,1] 0.699 0.286 0.308 0.647 1.286
beta4_pH[2,29,1] 0.897 0.216 0.549 0.891 1.270
beta4_pH[3,29,1] 0.912 0.272 0.514 0.868 1.471
beta4_pH[4,29,1] 0.775 0.263 0.429 0.723 1.329
beta4_pH[5,29,1] 0.485 0.423 0.081 0.336 1.666
beta4_pH[6,29,1] 1.919 1.690 0.225 1.370 6.696
beta4_pH[7,29,1] 1.085 0.605 0.346 0.939 2.493
beta4_pH[8,29,1] 0.736 0.417 0.223 0.636 1.698
beta4_pH[9,29,1] 0.915 0.533 0.273 0.773 2.162
beta4_pH[10,29,1] 0.746 0.285 0.345 0.707 1.300
beta4_pH[11,29,1] 0.695 0.249 0.350 0.653 1.194
beta4_pH[12,29,1] 0.935 0.379 0.442 0.852 1.730
beta4_pH[13,29,1] 0.756 0.268 0.382 0.715 1.290
beta4_pH[14,29,1] 1.033 0.338 0.563 0.977 1.695
beta4_pH[15,29,1] 0.917 0.263 0.539 0.880 1.434
beta4_pH[16,29,1] 0.896 0.358 0.424 0.821 1.654
beta4_pH[1,30,1] 0.751 0.290 0.314 0.721 1.300
beta4_pH[2,30,1] 0.875 0.214 0.546 0.860 1.268
beta4_pH[3,30,1] 0.891 0.266 0.512 0.845 1.468
beta4_pH[4,30,1] 0.760 0.259 0.425 0.707 1.327
beta4_pH[5,30,1] 0.446 0.403 0.081 0.306 1.648
beta4_pH[6,30,1] 1.879 1.667 0.228 1.363 6.527
beta4_pH[7,30,1] 1.157 0.632 0.349 1.005 2.513
beta4_pH[8,30,1] 0.759 0.428 0.226 0.664 1.714
beta4_pH[9,30,1] 0.943 0.555 0.274 0.790 2.183
beta4_pH[10,30,1] 0.747 0.278 0.348 0.707 1.303
beta4_pH[11,30,1] 0.659 0.240 0.350 0.606 1.177
beta4_pH[12,30,1] 0.941 0.377 0.442 0.858 1.732
beta4_pH[13,30,1] 0.767 0.273 0.382 0.729 1.298
beta4_pH[14,30,1] 1.032 0.337 0.563 0.971 1.709
beta4_pH[15,30,1] 0.907 0.267 0.536 0.864 1.442
beta4_pH[16,30,1] 0.847 0.341 0.419 0.765 1.625
beta4_pH[1,31,1] 0.720 0.293 0.306 0.675 1.293
beta4_pH[2,31,1] 0.851 0.213 0.543 0.826 1.252
beta4_pH[3,31,1] 0.878 0.257 0.517 0.842 1.453
beta4_pH[4,31,1] 0.752 0.254 0.429 0.695 1.321
beta4_pH[5,31,1] 0.454 0.397 0.081 0.316 1.562
beta4_pH[6,31,1] 1.828 1.626 0.231 1.322 6.485
beta4_pH[7,31,1] 1.032 0.587 0.347 0.876 2.463
beta4_pH[8,31,1] 0.754 0.422 0.225 0.654 1.716
beta4_pH[9,31,1] 0.970 0.554 0.276 0.824 2.191
beta4_pH[10,31,1] 0.722 0.277 0.345 0.678 1.289
beta4_pH[11,31,1] 0.650 0.234 0.349 0.602 1.169
beta4_pH[12,31,1] 0.859 0.360 0.432 0.760 1.712
beta4_pH[13,31,1] 0.725 0.263 0.377 0.672 1.276
beta4_pH[14,31,1] 1.054 0.339 0.560 1.015 1.700
beta4_pH[15,31,1] 0.911 0.262 0.537 0.865 1.441
beta4_pH[16,31,1] 0.804 0.331 0.413 0.722 1.600
beta4_pH[1,32,1] 0.727 0.281 0.310 0.691 1.292
beta4_pH[2,32,1] 0.812 0.201 0.543 0.772 1.247
beta4_pH[3,32,1] 0.862 0.257 0.515 0.815 1.447
beta4_pH[4,32,1] 0.803 0.271 0.430 0.756 1.348
beta4_pH[5,32,1] 0.652 0.533 0.086 0.492 1.967
beta4_pH[6,32,1] 1.852 1.638 0.233 1.313 6.447
beta4_pH[7,32,1] 1.048 0.606 0.348 0.883 2.473
beta4_pH[8,32,1] 0.783 0.434 0.228 0.697 1.737
beta4_pH[9,32,1] 0.952 0.552 0.271 0.810 2.201
beta4_pH[10,32,1] 0.685 0.258 0.345 0.631 1.268
beta4_pH[11,32,1] 0.632 0.228 0.349 0.581 1.158
beta4_pH[12,32,1] 0.876 0.358 0.437 0.777 1.698
beta4_pH[13,32,1] 0.740 0.265 0.380 0.695 1.285
beta4_pH[14,32,1] 1.024 0.328 0.565 0.968 1.694
beta4_pH[15,32,1] 0.897 0.265 0.536 0.850 1.438
beta4_pH[16,32,1] 0.860 0.352 0.418 0.777 1.640
beta4_pH[1,33,1] 0.730 0.278 0.311 0.700 1.277
beta4_pH[2,33,1] 0.736 0.168 0.538 0.691 1.182
beta4_pH[3,33,1] 0.859 0.259 0.510 0.815 1.445
beta4_pH[4,33,1] 0.802 0.271 0.430 0.760 1.335
beta4_pH[5,33,1] 0.527 0.444 0.082 0.385 1.769
beta4_pH[6,33,1] 1.569 1.435 0.221 1.153 5.955
beta4_pH[7,33,1] 1.126 0.623 0.352 0.966 2.518
beta4_pH[8,33,1] 0.761 0.439 0.225 0.654 1.737
beta4_pH[9,33,1] 0.869 0.530 0.272 0.717 2.150
beta4_pH[10,33,1] 0.657 0.253 0.341 0.600 1.239
beta4_pH[11,33,1] 0.632 0.227 0.350 0.583 1.162
beta4_pH[12,33,1] 0.841 0.354 0.432 0.737 1.677
beta4_pH[13,33,1] 0.714 0.257 0.377 0.660 1.280
beta4_pH[14,33,1] 1.041 0.341 0.560 0.991 1.706
beta4_pH[15,33,1] 0.886 0.266 0.534 0.833 1.439
beta4_pH[16,33,1] 0.762 0.313 0.413 0.674 1.582
beta4_pH[1,34,1] 0.594 0.243 0.301 0.537 1.212
beta4_pH[2,34,1] 0.802 0.193 0.542 0.761 1.223
beta4_pH[3,34,1] 0.858 0.258 0.511 0.807 1.447
beta4_pH[4,34,1] 0.803 0.267 0.434 0.763 1.345
beta4_pH[5,34,1] 0.532 0.456 0.085 0.389 1.827
beta4_pH[6,34,1] 1.403 1.279 0.229 1.052 5.233
beta4_pH[7,34,1] 1.101 0.605 0.350 0.949 2.506
beta4_pH[8,34,1] 0.744 0.426 0.226 0.646 1.716
beta4_pH[9,34,1] 0.912 0.549 0.274 0.755 2.186
beta4_pH[10,34,1] 0.568 0.201 0.338 0.510 1.075
beta4_pH[11,34,1] 0.617 0.228 0.347 0.556 1.162
beta4_pH[12,34,1] 0.616 0.236 0.424 0.534 1.370
beta4_pH[13,34,1] 0.721 0.261 0.378 0.665 1.285
beta4_pH[14,34,1] 1.015 0.332 0.562 0.953 1.697
beta4_pH[15,34,1] 0.899 0.264 0.537 0.850 1.435
beta4_pH[16,34,1] 0.814 0.344 0.415 0.722 1.618
beta4_pH[1,35,1] 0.409 0.141 0.194 0.387 0.754
beta4_pH[2,35,1] 0.775 0.083 0.629 0.770 0.948
beta4_pH[3,35,1] 1.020 0.161 0.750 1.007 1.364
beta4_pH[4,35,1] 0.566 0.202 0.273 0.533 1.056
beta4_pH[5,35,1] 0.128 0.103 0.028 0.101 0.386
beta4_pH[6,35,1] 0.782 0.602 0.135 0.615 2.396
beta4_pH[7,35,1] 2.285 1.792 0.444 1.795 7.157
beta4_pH[8,35,1] 0.537 0.274 0.188 0.479 1.214
beta4_pH[9,35,1] 0.631 0.538 0.100 0.473 2.034
beta4_pH[10,35,1] 0.599 0.117 0.399 0.589 0.850
beta4_pH[11,35,1] 0.754 0.196 0.450 0.730 1.213
beta4_pH[12,35,1] 1.335 0.915 0.357 1.087 3.717
beta4_pH[13,35,1] 0.721 0.106 0.541 0.713 0.950
beta4_pH[14,35,1] 0.807 0.265 0.415 0.764 1.437
beta4_pH[15,35,1] 0.876 0.117 0.671 0.869 1.127
beta4_pH[16,35,1] 0.545 0.238 0.228 0.494 1.147
beta4_pH[1,36,1] 0.901 0.179 0.595 0.884 1.299
beta4_pH[2,36,1] 0.851 0.105 0.665 0.843 1.076
beta4_pH[3,36,1] 0.877 0.145 0.628 0.866 1.190
beta4_pH[4,36,1] 0.760 0.227 0.415 0.724 1.282
beta4_pH[5,36,1] 0.436 0.416 0.063 0.325 1.500
beta4_pH[6,36,1] 5.207 4.206 0.783 3.725 17.117
beta4_pH[7,36,1] 1.110 0.637 0.348 0.966 2.771
beta4_pH[8,36,1] 0.936 0.398 0.383 0.865 1.905
beta4_pH[9,36,1] 0.537 0.373 0.131 0.444 1.444
beta4_pH[10,36,1] 0.444 0.111 0.262 0.429 0.689
beta4_pH[11,36,1] 0.548 0.107 0.365 0.539 0.783
beta4_pH[12,36,1] 0.701 0.382 0.250 0.609 1.672
beta4_pH[13,36,1] 0.782 0.123 0.562 0.772 1.048
beta4_pH[14,36,1] 1.136 0.427 0.536 1.057 2.151
beta4_pH[15,36,1] 0.955 0.136 0.716 0.948 1.249
beta4_pH[16,36,1] 0.954 0.363 0.452 0.885 1.834
beta4_pH[1,37,1] 0.750 0.157 0.492 0.734 1.092
beta4_pH[2,37,1] 0.766 0.082 0.619 0.761 0.937
beta4_pH[3,37,1] 0.918 0.131 0.688 0.907 1.201
beta4_pH[4,37,1] 0.727 0.213 0.397 0.698 1.244
beta4_pH[5,37,1] 0.777 0.756 0.112 0.573 2.661
beta4_pH[6,37,1] 2.335 2.187 0.313 1.687 8.589
beta4_pH[7,37,1] 1.197 0.843 0.303 0.991 3.393
beta4_pH[8,37,1] 0.977 0.404 0.409 0.909 1.981
beta4_pH[9,37,1] 1.861 1.952 0.206 1.235 7.421
beta4_pH[10,37,1] 0.745 0.136 0.520 0.732 1.040
beta4_pH[11,37,1] 0.828 0.167 0.542 0.812 1.206
beta4_pH[12,37,1] 0.789 0.493 0.223 0.664 2.121
beta4_pH[13,37,1] 0.602 0.091 0.443 0.595 0.796
beta4_pH[14,37,1] 0.970 0.365 0.460 0.904 1.850
beta4_pH[15,37,1] 0.702 0.101 0.528 0.695 0.923
beta4_pH[16,37,1] 0.601 0.175 0.324 0.579 1.002
beta4_pH[1,38,1] 0.699 0.129 0.479 0.686 0.998
beta4_pH[2,38,1] 0.705 0.080 0.563 0.702 0.872
beta4_pH[3,38,1] 0.881 0.155 0.619 0.865 1.226
beta4_pH[4,38,1] 0.886 0.238 0.526 0.852 1.455
beta4_pH[5,38,1] 0.432 0.303 0.091 0.361 1.210
beta4_pH[6,38,1] 2.057 2.251 0.180 1.360 8.409
beta4_pH[7,38,1] 0.488 0.304 0.146 0.412 1.325
beta4_pH[8,38,1] 0.781 0.310 0.336 0.726 1.533
beta4_pH[9,38,1] 1.486 0.998 0.369 1.225 4.078
beta4_pH[10,38,1] 0.711 0.146 0.463 0.697 1.030
beta4_pH[11,38,1] 0.509 0.128 0.304 0.493 0.807
beta4_pH[12,38,1] 0.615 0.389 0.182 0.521 1.645
beta4_pH[13,38,1] 0.895 0.178 0.593 0.878 1.296
beta4_pH[14,38,1] 1.041 0.422 0.475 0.954 2.127
beta4_pH[15,38,1] 0.846 0.096 0.673 0.840 1.055
beta4_pH[16,38,1] 0.883 0.334 0.394 0.827 1.689
beta4_pH[1,39,1] 0.674 0.126 0.459 0.661 0.947
beta4_pH[2,39,1] 0.860 0.098 0.685 0.854 1.070
beta4_pH[3,39,1] 0.845 0.118 0.636 0.837 1.101
beta4_pH[4,39,1] 0.832 0.275 0.424 0.787 1.475
beta4_pH[5,39,1] 1.132 1.223 0.131 0.766 4.114
beta4_pH[6,39,1] 0.323 0.411 0.036 0.221 1.227
beta4_pH[7,39,1] 1.836 1.646 0.308 1.341 6.385
beta4_pH[8,39,1] 1.421 0.835 0.441 1.227 3.541
beta4_pH[9,39,1] 1.988 1.583 0.375 1.559 6.141
beta4_pH[10,39,1] 0.724 0.174 0.433 0.706 1.126
beta4_pH[11,39,1] 0.675 0.164 0.400 0.658 1.049
beta4_pH[12,39,1] 0.639 0.365 0.219 0.563 1.489
beta4_pH[13,39,1] 0.713 0.116 0.514 0.704 0.967
beta4_pH[14,39,1] 0.930 0.361 0.421 0.861 1.795
beta4_pH[15,39,1] 0.994 0.108 0.796 0.990 1.228
beta4_pH[16,39,1] 0.868 0.338 0.377 0.806 1.686
beta4_pH[1,40,1] 0.707 0.108 0.519 0.697 0.936
beta4_pH[2,40,1] 0.758 0.083 0.611 0.752 0.931
beta4_pH[3,40,1] 0.928 0.145 0.668 0.919 1.251
beta4_pH[4,40,1] 0.885 0.211 0.550 0.860 1.362
beta4_pH[5,40,1] 0.289 0.184 0.075 0.245 0.762
beta4_pH[6,40,1] 1.092 1.147 0.164 0.779 4.310
beta4_pH[7,40,1] 1.574 1.324 0.255 1.197 5.143
beta4_pH[8,40,1] 0.344 0.255 0.075 0.278 1.011
beta4_pH[9,40,1] 0.501 0.462 0.073 0.361 1.844
beta4_pH[10,40,1] 0.880 0.212 0.536 0.859 1.372
beta4_pH[11,40,1] 0.454 0.110 0.276 0.441 0.705
beta4_pH[12,40,1] 0.653 0.389 0.197 0.557 1.653
beta4_pH[13,40,1] 0.779 0.120 0.571 0.769 1.050
beta4_pH[14,40,1] 0.708 0.232 0.361 0.674 1.249
beta4_pH[15,40,1] 0.838 0.098 0.657 0.834 1.045
beta4_pH[16,40,1] 1.223 0.484 0.532 1.144 2.380
beta4_pH[1,41,1] 0.580 0.111 0.390 0.570 0.818
beta4_pH[2,41,1] 0.784 0.096 0.611 0.778 0.984
beta4_pH[3,41,1] 0.885 0.147 0.631 0.874 1.199
beta4_pH[4,41,1] 0.862 0.370 0.369 0.787 1.776
beta4_pH[5,41,1] 1.195 0.582 0.423 1.080 2.562
beta4_pH[6,41,1] 3.561 3.318 0.360 2.475 13.209
beta4_pH[7,41,1] 0.850 0.513 0.242 0.728 2.210
beta4_pH[8,41,1] 1.233 0.709 0.360 1.071 3.018
beta4_pH[9,41,1] 0.497 0.594 0.055 0.325 1.997
beta4_pH[10,41,1] 0.753 0.153 0.494 0.738 1.100
beta4_pH[11,41,1] 0.848 0.241 0.475 0.820 1.407
beta4_pH[12,41,1] 0.942 0.459 0.353 0.846 2.120
beta4_pH[13,41,1] 0.680 0.106 0.495 0.673 0.915
beta4_pH[14,41,1] 1.097 0.336 0.600 1.045 1.892
beta4_pH[15,41,1] 0.786 0.096 0.613 0.779 0.989
beta4_pH[16,41,1] 1.029 0.452 0.417 0.937 2.189
beta4_pH[1,42,1] 0.612 0.112 0.415 0.602 0.851
beta4_pH[2,42,1] 0.783 0.095 0.615 0.776 0.985
beta4_pH[3,42,1] 0.799 0.153 0.544 0.783 1.143
beta4_pH[4,42,1] 0.979 0.312 0.499 0.930 1.695
beta4_pH[5,42,1] 1.653 1.766 0.174 1.126 6.582
beta4_pH[6,42,1] 0.243 0.179 0.058 0.198 0.668
beta4_pH[7,42,1] 0.975 0.636 0.253 0.815 2.556
beta4_pH[8,42,1] 0.781 0.328 0.330 0.722 1.607
beta4_pH[9,42,1] 0.815 0.602 0.185 0.657 2.456
beta4_pH[10,42,1] 0.857 0.170 0.559 0.844 1.221
beta4_pH[11,42,1] 0.652 0.139 0.422 0.634 0.971
beta4_pH[12,42,1] 0.848 0.383 0.327 0.775 1.822
beta4_pH[13,42,1] 0.506 0.158 0.268 0.487 0.864
beta4_pH[14,42,1] 0.902 0.306 0.450 0.856 1.651
beta4_pH[15,42,1] 0.926 0.093 0.754 0.921 1.119
beta4_pH[16,42,1] 0.611 0.204 0.296 0.583 1.067
beta4_pH[1,43,1] 0.719 0.151 0.468 0.703 1.058
beta4_pH[2,43,1] 0.744 0.077 0.606 0.738 0.904
beta4_pH[3,43,1] 0.655 0.092 0.496 0.651 0.847
beta4_pH[4,43,1] 0.844 0.270 0.441 0.804 1.475
beta4_pH[5,43,1] 1.556 0.669 0.640 1.437 3.277
beta4_pH[6,43,1] 1.133 0.821 0.269 0.963 3.002
beta4_pH[7,43,1] 0.734 0.607 0.138 0.567 2.379
beta4_pH[8,43,1] 0.612 0.274 0.249 0.558 1.288
beta4_pH[9,43,1] 1.173 1.119 0.172 0.855 3.950
beta4_pH[10,43,1] 0.635 0.124 0.425 0.623 0.912
beta4_pH[11,43,1] 0.651 0.136 0.416 0.639 0.947
beta4_pH[12,43,1] 0.774 0.388 0.294 0.689 1.738
beta4_pH[13,43,1] 0.599 0.117 0.403 0.587 0.862
beta4_pH[14,43,1] 1.089 0.346 0.580 1.042 1.909
beta4_pH[15,43,1] 0.847 0.101 0.669 0.839 1.056
beta4_pH[16,43,1] 1.256 0.454 0.599 1.179 2.336
beta4_pH[1,44,1] 0.560 0.125 0.347 0.550 0.830
beta4_pH[2,44,1] 0.700 0.078 0.560 0.697 0.864
beta4_pH[3,44,1] 0.628 0.098 0.462 0.620 0.850
beta4_pH[4,44,1] 0.847 0.211 0.513 0.820 1.339
beta4_pH[5,44,1] 1.009 0.446 0.397 0.928 2.071
beta4_pH[6,44,1] 1.028 1.107 0.129 0.725 3.966
beta4_pH[7,44,1] 1.214 0.661 0.379 1.069 2.980
beta4_pH[8,44,1] 0.396 0.226 0.120 0.346 0.946
beta4_pH[9,44,1] 1.005 0.866 0.166 0.762 3.289
beta4_pH[10,44,1] 0.574 0.122 0.363 0.563 0.838
beta4_pH[11,44,1] 0.345 0.115 0.170 0.329 0.607
beta4_pH[12,44,1] 0.667 0.353 0.219 0.592 1.560
beta4_pH[13,44,1] 0.554 0.101 0.380 0.543 0.773
beta4_pH[14,44,1] 0.680 0.180 0.388 0.656 1.093
beta4_pH[15,44,1] 0.642 0.084 0.490 0.637 0.824
beta4_pH[16,44,1] 0.448 0.171 0.192 0.423 0.857
beta4_pH[1,45,1] 0.741 0.164 0.474 0.727 1.107
beta4_pH[2,45,1] 0.699 0.086 0.552 0.691 0.884
beta4_pH[3,45,1] 0.752 0.135 0.526 0.741 1.053
beta4_pH[4,45,1] 0.753 0.190 0.455 0.732 1.208
beta4_pH[5,45,1] 1.037 1.202 0.122 0.686 4.033
beta4_pH[6,45,1] 1.020 0.848 0.216 0.817 3.449
beta4_pH[7,45,1] 0.707 0.591 0.138 0.543 2.306
beta4_pH[8,45,1] 1.182 0.550 0.451 1.065 2.587
beta4_pH[9,45,1] 0.102 0.141 0.010 0.066 0.401
beta4_pH[10,45,1] 0.786 0.173 0.506 0.769 1.165
beta4_pH[11,45,1] 0.485 0.105 0.309 0.475 0.722
beta4_pH[12,45,1] 0.810 0.368 0.326 0.737 1.746
beta4_pH[13,45,1] 0.467 0.077 0.333 0.462 0.638
beta4_pH[14,45,1] 0.720 0.172 0.450 0.699 1.112
beta4_pH[15,45,1] 0.511 0.071 0.385 0.505 0.661
beta4_pH[16,45,1] 0.338 0.193 0.097 0.300 0.794
beta4_pH[1,46,1] 0.730 0.129 0.508 0.722 1.009
beta4_pH[2,46,1] 0.664 0.092 0.503 0.657 0.872
beta4_pH[3,46,1] 0.766 0.116 0.565 0.756 1.014
beta4_pH[4,46,1] 0.881 0.324 0.418 0.820 1.679
beta4_pH[5,46,1] 0.917 0.431 0.345 0.843 1.913
beta4_pH[6,46,1] 1.730 1.899 0.158 1.132 7.062
beta4_pH[7,46,1] 1.743 1.238 0.365 1.413 5.052
beta4_pH[8,46,1] 0.955 0.464 0.362 0.859 2.168
beta4_pH[9,46,1] 1.499 1.469 0.205 1.054 5.346
beta4_pH[10,46,1] 0.646 0.152 0.389 0.632 0.986
beta4_pH[11,46,1] 0.718 0.159 0.460 0.699 1.077
beta4_pH[12,46,1] 1.197 0.590 0.421 1.068 2.773
beta4_pH[13,46,1] 0.586 0.175 0.313 0.562 0.993
beta4_pH[14,46,1] 0.990 0.349 0.472 0.935 1.832
beta4_pH[15,46,1] 0.628 0.077 0.492 0.625 0.788
beta4_pH[16,46,1] 0.675 0.269 0.298 0.625 1.338
beta4_pH[1,47,1] 0.609 0.130 0.399 0.596 0.898
beta4_pH[2,47,1] 0.758 0.105 0.571 0.749 0.980
beta4_pH[3,47,1] 0.763 0.111 0.567 0.756 0.996
beta4_pH[4,47,1] 0.571 0.237 0.243 0.528 1.157
beta4_pH[5,47,1] 0.129 0.112 0.024 0.099 0.406
beta4_pH[6,47,1] 0.174 0.117 0.041 0.146 0.471
beta4_pH[7,47,1] 0.482 0.415 0.082 0.363 1.556
beta4_pH[8,47,1] 0.913 0.609 0.240 0.765 2.495
beta4_pH[9,47,1] 0.447 0.570 0.040 0.277 1.840
beta4_pH[10,47,1] 0.779 0.216 0.441 0.747 1.269
beta4_pH[11,47,1] 0.601 0.122 0.397 0.588 0.869
beta4_pH[12,47,1] 1.685 0.957 0.516 1.474 4.171
beta4_pH[13,47,1] 0.695 0.119 0.498 0.683 0.956
beta4_pH[14,47,1] 0.832 0.308 0.380 0.785 1.552
beta4_pH[15,47,1] 0.718 0.118 0.515 0.711 0.970
beta4_pH[16,47,1] 0.867 0.333 0.391 0.812 1.696
beta4_pH[1,1,2] 0.688 0.283 0.305 0.639 1.286
beta4_pH[2,1,2] 0.849 0.211 0.544 0.821 1.252
beta4_pH[3,1,2] 0.906 0.271 0.518 0.861 1.473
beta4_pH[4,1,2] 0.811 0.271 0.434 0.763 1.346
beta4_pH[5,1,2] 0.643 0.529 0.083 0.466 1.958
beta4_pH[6,1,2] 1.928 1.728 0.235 1.328 6.638
beta4_pH[7,1,2] 1.078 0.608 0.348 0.922 2.494
beta4_pH[8,1,2] 0.761 0.426 0.225 0.669 1.710
beta4_pH[9,1,2] 0.936 0.545 0.275 0.797 2.195
beta4_pH[10,1,2] 0.723 0.280 0.347 0.678 1.295
beta4_pH[11,1,2] 0.684 0.244 0.351 0.640 1.189
beta4_pH[12,1,2] 0.938 0.378 0.437 0.865 1.721
beta4_pH[13,1,2] 0.754 0.271 0.378 0.711 1.282
beta4_pH[14,1,2] 1.022 0.339 0.563 0.967 1.704
beta4_pH[15,1,2] 0.923 0.268 0.537 0.887 1.442
beta4_pH[16,1,2] 0.880 0.351 0.420 0.807 1.642
beta4_pH[1,2,2] 0.699 0.287 0.306 0.655 1.281
beta4_pH[2,2,2] 0.857 0.216 0.544 0.832 1.258
beta4_pH[3,2,2] 0.911 0.274 0.514 0.869 1.469
beta4_pH[4,2,2] 0.808 0.272 0.431 0.762 1.347
beta4_pH[5,2,2] 0.662 0.532 0.085 0.501 1.956
beta4_pH[6,2,2] 1.951 1.720 0.235 1.392 6.717
beta4_pH[7,2,2] 1.106 0.615 0.355 0.939 2.491
beta4_pH[8,2,2] 0.771 0.427 0.229 0.679 1.711
beta4_pH[9,2,2] 0.913 0.538 0.273 0.760 2.174
beta4_pH[10,2,2] 0.729 0.278 0.345 0.680 1.290
beta4_pH[11,2,2] 0.690 0.251 0.353 0.637 1.192
beta4_pH[12,2,2] 0.927 0.376 0.439 0.842 1.717
beta4_pH[13,2,2] 0.743 0.261 0.380 0.701 1.288
beta4_pH[14,2,2] 1.037 0.337 0.566 0.984 1.707
beta4_pH[15,2,2] 0.913 0.268 0.540 0.870 1.446
beta4_pH[16,2,2] 0.891 0.357 0.418 0.815 1.643
beta4_pH[1,3,2] 0.693 0.290 0.305 0.637 1.289
beta4_pH[2,3,2] 0.847 0.214 0.542 0.814 1.262
beta4_pH[3,3,2] 0.907 0.274 0.515 0.861 1.478
beta4_pH[4,3,2] 0.801 0.273 0.427 0.763 1.350
beta4_pH[5,3,2] 0.674 0.541 0.086 0.513 1.986
beta4_pH[6,3,2] 1.941 1.715 0.234 1.380 6.690
beta4_pH[7,3,2] 1.083 0.605 0.348 0.938 2.479
beta4_pH[8,3,2] 0.753 0.430 0.227 0.653 1.741
beta4_pH[9,3,2] 0.911 0.550 0.274 0.758 2.215
beta4_pH[10,3,2] 0.724 0.280 0.347 0.675 1.290
beta4_pH[11,3,2] 0.688 0.246 0.355 0.648 1.195
beta4_pH[12,3,2] 0.923 0.373 0.439 0.832 1.711
beta4_pH[13,3,2] 0.751 0.266 0.378 0.710 1.299
beta4_pH[14,3,2] 1.015 0.335 0.560 0.960 1.692
beta4_pH[15,3,2] 0.915 0.263 0.541 0.872 1.439
beta4_pH[16,3,2] 0.902 0.365 0.419 0.822 1.653
beta4_pH[1,4,2] 0.691 0.284 0.305 0.647 1.282
beta4_pH[2,4,2] 0.856 0.216 0.545 0.835 1.259
beta4_pH[3,4,2] 0.909 0.271 0.517 0.865 1.464
beta4_pH[4,4,2] 0.803 0.272 0.429 0.755 1.344
beta4_pH[5,4,2] 0.658 0.535 0.085 0.497 1.976
beta4_pH[6,4,2] 1.917 1.702 0.231 1.350 6.692
beta4_pH[7,4,2] 1.080 0.602 0.348 0.926 2.456
beta4_pH[8,4,2] 0.770 0.436 0.227 0.669 1.711
beta4_pH[9,4,2] 0.923 0.543 0.278 0.780 2.167
beta4_pH[10,4,2] 0.721 0.277 0.346 0.672 1.289
beta4_pH[11,4,2] 0.688 0.249 0.350 0.644 1.189
beta4_pH[12,4,2] 0.934 0.376 0.439 0.853 1.728
beta4_pH[13,4,2] 0.739 0.259 0.382 0.688 1.271
beta4_pH[14,4,2] 1.023 0.339 0.561 0.964 1.695
beta4_pH[15,4,2] 0.913 0.267 0.537 0.873 1.438
beta4_pH[16,4,2] 0.904 0.364 0.419 0.836 1.660
beta4_pH[1,5,2] 0.688 0.276 0.308 0.642 1.271
beta4_pH[2,5,2] 0.856 0.216 0.544 0.822 1.268
beta4_pH[3,5,2] 0.902 0.271 0.515 0.856 1.472
beta4_pH[4,5,2] 0.809 0.270 0.430 0.769 1.339
beta4_pH[5,5,2] 0.647 0.540 0.084 0.478 1.979
beta4_pH[6,5,2] 1.955 1.758 0.232 1.335 6.700
beta4_pH[7,5,2] 1.103 0.613 0.348 0.947 2.487
beta4_pH[8,5,2] 0.766 0.438 0.225 0.663 1.732
beta4_pH[9,5,2] 0.907 0.535 0.273 0.761 2.124
beta4_pH[10,5,2] 0.728 0.279 0.348 0.682 1.293
beta4_pH[11,5,2] 0.689 0.250 0.351 0.639 1.189
beta4_pH[12,5,2] 0.943 0.386 0.439 0.866 1.743
beta4_pH[13,5,2] 0.751 0.268 0.379 0.710 1.292
beta4_pH[14,5,2] 1.028 0.334 0.560 0.977 1.701
beta4_pH[15,5,2] 0.921 0.272 0.538 0.885 1.449
beta4_pH[16,5,2] 0.914 0.367 0.421 0.840 1.675
beta4_pH[1,6,2] 0.691 0.287 0.303 0.645 1.282
beta4_pH[2,6,2] 0.850 0.214 0.543 0.823 1.255
beta4_pH[3,6,2] 0.904 0.277 0.516 0.858 1.471
beta4_pH[4,6,2] 0.811 0.277 0.428 0.771 1.349
beta4_pH[5,6,2] 0.666 0.541 0.083 0.504 1.998
beta4_pH[6,6,2] 1.912 1.717 0.238 1.357 6.630
beta4_pH[7,6,2] 1.111 0.611 0.350 0.963 2.484
beta4_pH[8,6,2] 0.768 0.438 0.224 0.682 1.733
beta4_pH[9,6,2] 0.939 0.542 0.276 0.798 2.186
beta4_pH[10,6,2] 0.734 0.283 0.342 0.695 1.294
beta4_pH[11,6,2] 0.691 0.245 0.351 0.650 1.186
beta4_pH[12,6,2] 0.939 0.385 0.437 0.851 1.740
beta4_pH[13,6,2] 0.743 0.266 0.379 0.695 1.295
beta4_pH[14,6,2] 1.030 0.336 0.564 0.980 1.708
beta4_pH[15,6,2] 0.921 0.267 0.537 0.882 1.431
beta4_pH[16,6,2] 0.896 0.362 0.419 0.819 1.657
beta4_pH[1,7,2] 0.695 0.286 0.308 0.644 1.277
beta4_pH[2,7,2] 0.856 0.215 0.543 0.828 1.259
beta4_pH[3,7,2] 0.903 0.274 0.519 0.855 1.473
beta4_pH[4,7,2] 0.818 0.272 0.431 0.783 1.348
beta4_pH[5,7,2] 0.659 0.541 0.085 0.481 1.960
beta4_pH[6,7,2] 1.909 1.726 0.235 1.325 6.586
beta4_pH[7,7,2] 1.104 0.615 0.346 0.953 2.492
beta4_pH[8,7,2] 0.767 0.429 0.232 0.675 1.729
beta4_pH[9,7,2] 0.929 0.540 0.278 0.796 2.165
beta4_pH[10,7,2] 0.719 0.272 0.346 0.676 1.293
beta4_pH[11,7,2] 0.684 0.246 0.348 0.639 1.186
beta4_pH[12,7,2] 0.932 0.377 0.440 0.856 1.721
beta4_pH[13,7,2] 0.747 0.269 0.377 0.703 1.291
beta4_pH[14,7,2] 1.024 0.334 0.561 0.972 1.689
beta4_pH[15,7,2] 0.911 0.264 0.536 0.877 1.438
beta4_pH[16,7,2] 0.903 0.358 0.420 0.835 1.647
beta4_pH[1,8,2] 0.689 0.283 0.306 0.646 1.276
beta4_pH[2,8,2] 0.846 0.212 0.544 0.820 1.253
beta4_pH[3,8,2] 0.909 0.274 0.515 0.867 1.466
beta4_pH[4,8,2] 0.805 0.269 0.429 0.760 1.341
beta4_pH[5,8,2] 0.677 0.553 0.083 0.505 1.986
beta4_pH[6,8,2] 1.918 1.680 0.235 1.391 6.513
beta4_pH[7,8,2] 1.088 0.610 0.346 0.927 2.497
beta4_pH[8,8,2] 0.758 0.431 0.229 0.668 1.721
beta4_pH[9,8,2] 0.919 0.534 0.277 0.780 2.174
beta4_pH[10,8,2] 0.724 0.276 0.346 0.683 1.288
beta4_pH[11,8,2] 0.695 0.251 0.353 0.650 1.199
beta4_pH[12,8,2] 0.930 0.378 0.440 0.839 1.724
beta4_pH[13,8,2] 0.749 0.266 0.379 0.710 1.294
beta4_pH[14,8,2] 1.035 0.338 0.564 0.985 1.692
beta4_pH[15,8,2] 0.919 0.266 0.540 0.875 1.443
beta4_pH[16,8,2] 0.895 0.363 0.419 0.820 1.653
beta4_pH[1,9,2] 0.687 0.282 0.306 0.636 1.285
beta4_pH[2,9,2] 0.856 0.216 0.544 0.828 1.260
beta4_pH[3,9,2] 0.904 0.273 0.516 0.861 1.470
beta4_pH[4,9,2] 0.808 0.270 0.432 0.763 1.347
beta4_pH[5,9,2] 0.665 0.541 0.085 0.503 2.011
beta4_pH[6,9,2] 1.933 1.722 0.234 1.364 6.692
beta4_pH[7,9,2] 1.114 0.620 0.351 0.953 2.507
beta4_pH[8,9,2] 0.751 0.427 0.230 0.647 1.727
beta4_pH[9,9,2] 0.925 0.537 0.274 0.788 2.176
beta4_pH[10,9,2] 0.719 0.276 0.347 0.670 1.284
beta4_pH[11,9,2] 0.695 0.247 0.354 0.646 1.193
beta4_pH[12,9,2] 0.927 0.377 0.438 0.843 1.723
beta4_pH[13,9,2] 0.746 0.270 0.381 0.701 1.306
beta4_pH[14,9,2] 1.021 0.335 0.561 0.967 1.707
beta4_pH[15,9,2] 0.916 0.268 0.541 0.874 1.447
beta4_pH[16,9,2] 0.898 0.360 0.421 0.825 1.670
beta4_pH[1,10,2] 0.702 0.290 0.304 0.655 1.286
beta4_pH[2,10,2] 0.850 0.214 0.544 0.825 1.263
beta4_pH[3,10,2] 0.912 0.267 0.516 0.875 1.463
beta4_pH[4,10,2] 0.811 0.271 0.431 0.766 1.340
beta4_pH[5,10,2] 0.665 0.552 0.083 0.486 2.010
beta4_pH[6,10,2] 1.947 1.740 0.230 1.376 6.714
beta4_pH[7,10,2] 1.103 0.614 0.345 0.958 2.471
beta4_pH[8,10,2] 0.754 0.427 0.226 0.650 1.734
beta4_pH[9,10,2] 0.927 0.541 0.275 0.790 2.213
beta4_pH[10,10,2] 0.734 0.280 0.346 0.690 1.301
beta4_pH[11,10,2] 0.687 0.246 0.352 0.641 1.188
beta4_pH[12,10,2] 0.936 0.378 0.435 0.845 1.724
beta4_pH[13,10,2] 0.749 0.265 0.381 0.702 1.296
beta4_pH[14,10,2] 1.020 0.335 0.559 0.962 1.693
beta4_pH[15,10,2] 0.907 0.264 0.540 0.864 1.440
beta4_pH[16,10,2] 0.905 0.359 0.420 0.832 1.654
beta4_pH[1,11,2] 0.684 0.282 0.307 0.632 1.277
beta4_pH[2,11,2] 0.857 0.215 0.543 0.831 1.269
beta4_pH[3,11,2] 0.908 0.273 0.516 0.863 1.470
beta4_pH[4,11,2] 0.804 0.269 0.433 0.755 1.343
beta4_pH[5,11,2] 0.667 0.545 0.086 0.506 1.995
beta4_pH[6,11,2] 1.908 1.735 0.230 1.319 6.680
beta4_pH[7,11,2] 1.096 0.616 0.345 0.943 2.491
beta4_pH[8,11,2] 0.762 0.426 0.225 0.666 1.707
beta4_pH[9,11,2] 0.913 0.533 0.276 0.764 2.137
beta4_pH[10,11,2] 0.725 0.278 0.347 0.679 1.291
beta4_pH[11,11,2] 0.682 0.247 0.349 0.634 1.191
beta4_pH[12,11,2] 0.929 0.380 0.437 0.845 1.729
beta4_pH[13,11,2] 0.749 0.268 0.379 0.703 1.294
beta4_pH[14,11,2] 1.021 0.334 0.561 0.961 1.690
beta4_pH[15,11,2] 0.910 0.265 0.536 0.861 1.438
beta4_pH[16,11,2] 0.895 0.358 0.420 0.817 1.663
beta4_pH[1,12,2] 0.688 0.280 0.304 0.636 1.276
beta4_pH[2,12,2] 0.851 0.214 0.546 0.822 1.259
beta4_pH[3,12,2] 0.909 0.269 0.514 0.873 1.463
beta4_pH[4,12,2] 0.813 0.269 0.432 0.770 1.343
beta4_pH[5,12,2] 0.662 0.543 0.086 0.493 1.983
beta4_pH[6,12,2] 1.959 1.765 0.224 1.349 6.718
beta4_pH[7,12,2] 1.095 0.610 0.346 0.943 2.462
beta4_pH[8,12,2] 0.755 0.434 0.223 0.661 1.721
beta4_pH[9,12,2] 0.927 0.546 0.274 0.778 2.188
beta4_pH[10,12,2] 0.732 0.283 0.346 0.686 1.296
beta4_pH[11,12,2] 0.694 0.250 0.349 0.652 1.191
beta4_pH[12,12,2] 0.922 0.379 0.437 0.835 1.732
beta4_pH[13,12,2] 0.738 0.270 0.377 0.680 1.298
beta4_pH[14,12,2] 1.048 0.343 0.562 1.009 1.701
beta4_pH[15,12,2] 0.917 0.266 0.537 0.878 1.440
beta4_pH[16,12,2] 0.900 0.359 0.415 0.830 1.648
beta4_pH[1,13,2] 0.688 0.286 0.306 0.636 1.279
beta4_pH[2,13,2] 0.850 0.214 0.548 0.816 1.263
beta4_pH[3,13,2] 0.911 0.275 0.515 0.869 1.475
beta4_pH[4,13,2] 0.806 0.269 0.428 0.769 1.344
beta4_pH[5,13,2] 0.659 0.538 0.083 0.493 1.978
beta4_pH[6,13,2] 1.945 1.740 0.238 1.346 6.778
beta4_pH[7,13,2] 1.086 0.621 0.342 0.918 2.489
beta4_pH[8,13,2] 0.757 0.434 0.225 0.650 1.729
beta4_pH[9,13,2] 0.919 0.533 0.273 0.781 2.154
beta4_pH[10,13,2] 0.732 0.280 0.345 0.688 1.290
beta4_pH[11,13,2] 0.687 0.246 0.351 0.642 1.189
beta4_pH[12,13,2] 0.925 0.382 0.435 0.825 1.723
beta4_pH[13,13,2] 0.742 0.271 0.379 0.693 1.294
beta4_pH[14,13,2] 1.014 0.333 0.559 0.953 1.690
beta4_pH[15,13,2] 0.921 0.268 0.537 0.887 1.456
beta4_pH[16,13,2] 0.898 0.359 0.420 0.827 1.653
beta4_pH[1,14,2] 0.697 0.283 0.310 0.652 1.277
beta4_pH[2,14,2] 0.856 0.217 0.543 0.828 1.262
beta4_pH[3,14,2] 0.863 0.265 0.509 0.813 1.449
beta4_pH[4,14,2] 0.807 0.268 0.434 0.769 1.343
beta4_pH[5,14,2] 0.648 0.544 0.083 0.472 2.015
beta4_pH[6,14,2] 1.821 1.636 0.232 1.306 6.527
beta4_pH[7,14,2] 1.090 0.603 0.348 0.947 2.464
beta4_pH[8,14,2] 0.770 0.428 0.227 0.676 1.688
beta4_pH[9,14,2] 0.918 0.539 0.274 0.772 2.170
beta4_pH[10,14,2] 0.731 0.281 0.345 0.683 1.300
beta4_pH[11,14,2] 0.686 0.250 0.350 0.637 1.189
beta4_pH[12,14,2] 0.931 0.378 0.438 0.839 1.729
beta4_pH[13,14,2] 0.746 0.270 0.382 0.696 1.296
beta4_pH[14,14,2] 1.023 0.337 0.560 0.962 1.700
beta4_pH[15,14,2] 0.904 0.261 0.536 0.863 1.440
beta4_pH[16,14,2] 0.897 0.360 0.417 0.828 1.660
beta4_pH[1,15,2] 0.700 0.289 0.304 0.655 1.287
beta4_pH[2,15,2] 0.873 0.217 0.548 0.857 1.263
beta4_pH[3,15,2] 0.956 0.268 0.528 0.930 1.485
beta4_pH[4,15,2] 0.804 0.267 0.429 0.761 1.345
beta4_pH[5,15,2] 0.659 0.539 0.083 0.489 1.988
beta4_pH[6,15,2] 1.967 1.757 0.235 1.377 6.816
beta4_pH[7,15,2] 1.090 0.617 0.346 0.932 2.520
beta4_pH[8,15,2] 0.763 0.427 0.226 0.663 1.736
beta4_pH[9,15,2] 0.928 0.537 0.281 0.789 2.183
beta4_pH[10,15,2] 0.724 0.278 0.345 0.674 1.293
beta4_pH[11,15,2] 0.699 0.244 0.352 0.665 1.192
beta4_pH[12,15,2] 0.934 0.384 0.437 0.852 1.730
beta4_pH[13,15,2] 0.768 0.268 0.384 0.725 1.298
beta4_pH[14,15,2] 1.037 0.335 0.562 0.984 1.703
beta4_pH[15,15,2] 0.937 0.264 0.545 0.906 1.446
beta4_pH[16,15,2] 0.899 0.361 0.420 0.826 1.642
beta4_pH[1,16,2] 0.685 0.281 0.305 0.627 1.277
beta4_pH[2,16,2] 0.867 0.216 0.542 0.843 1.263
beta4_pH[3,16,2] 0.929 0.269 0.523 0.890 1.475
beta4_pH[4,16,2] 0.822 0.275 0.433 0.779 1.350
beta4_pH[5,16,2] 0.648 0.539 0.084 0.480 1.996
beta4_pH[6,16,2] 1.924 1.712 0.234 1.340 6.670
beta4_pH[7,16,2] 1.119 0.619 0.345 0.976 2.497
beta4_pH[8,16,2] 0.781 0.440 0.228 0.682 1.734
beta4_pH[9,16,2] 0.922 0.537 0.277 0.774 2.189
beta4_pH[10,16,2] 0.724 0.282 0.348 0.669 1.296
beta4_pH[11,16,2] 0.696 0.247 0.354 0.648 1.194
beta4_pH[12,16,2] 0.923 0.377 0.433 0.830 1.719
beta4_pH[13,16,2] 0.739 0.272 0.378 0.682 1.296
beta4_pH[14,16,2] 1.027 0.336 0.560 0.961 1.706
beta4_pH[15,16,2] 0.909 0.268 0.536 0.867 1.440
beta4_pH[16,16,2] 0.904 0.358 0.423 0.834 1.654
beta4_pH[1,17,2] 0.682 0.288 0.303 0.628 1.283
beta4_pH[2,17,2] 0.854 0.217 0.542 0.827 1.263
beta4_pH[3,17,2] 0.937 0.270 0.525 0.902 1.469
beta4_pH[4,17,2] 0.828 0.273 0.433 0.794 1.355
beta4_pH[5,17,2] 0.651 0.528 0.085 0.490 1.953
beta4_pH[6,17,2] 1.900 1.722 0.236 1.326 6.659
beta4_pH[7,17,2] 1.096 0.606 0.344 0.944 2.446
beta4_pH[8,17,2] 0.757 0.427 0.226 0.663 1.727
beta4_pH[9,17,2] 0.926 0.534 0.272 0.796 2.181
beta4_pH[10,17,2] 0.731 0.280 0.345 0.687 1.288
beta4_pH[11,17,2] 0.687 0.249 0.350 0.641 1.190
beta4_pH[12,17,2] 0.923 0.379 0.438 0.830 1.731
beta4_pH[13,17,2] 0.751 0.268 0.381 0.706 1.286
beta4_pH[14,17,2] 1.034 0.339 0.565 0.979 1.707
beta4_pH[15,17,2] 0.914 0.270 0.537 0.875 1.443
beta4_pH[16,17,2] 0.890 0.362 0.419 0.817 1.648
beta4_pH[1,18,2] 0.698 0.288 0.304 0.654 1.283
beta4_pH[2,18,2] 0.854 0.214 0.545 0.827 1.265
beta4_pH[3,18,2] 0.900 0.263 0.517 0.857 1.455
beta4_pH[4,18,2] 0.813 0.271 0.427 0.770 1.350
beta4_pH[5,18,2] 0.679 0.550 0.084 0.501 1.990
beta4_pH[6,18,2] 1.966 1.736 0.231 1.372 6.651
beta4_pH[7,18,2] 1.101 0.608 0.350 0.963 2.493
beta4_pH[8,18,2] 0.753 0.432 0.226 0.653 1.738
beta4_pH[9,18,2] 0.914 0.535 0.276 0.766 2.168
beta4_pH[10,18,2] 0.721 0.276 0.347 0.678 1.286
beta4_pH[11,18,2] 0.695 0.247 0.352 0.648 1.198
beta4_pH[12,18,2] 0.934 0.369 0.441 0.854 1.714
beta4_pH[13,18,2] 0.745 0.267 0.381 0.703 1.288
beta4_pH[14,18,2] 1.027 0.336 0.561 0.975 1.697
beta4_pH[15,18,2] 0.918 0.264 0.538 0.874 1.448
beta4_pH[16,18,2] 0.886 0.352 0.419 0.812 1.636
beta4_pH[1,19,2] 0.689 0.283 0.305 0.644 1.276
beta4_pH[2,19,2] 0.859 0.216 0.545 0.831 1.260
beta4_pH[3,19,2] 0.903 0.265 0.513 0.861 1.466
beta4_pH[4,19,2] 0.813 0.271 0.432 0.772 1.347
beta4_pH[5,19,2] 0.655 0.542 0.084 0.478 1.970
beta4_pH[6,19,2] 1.902 1.688 0.230 1.357 6.592
beta4_pH[7,19,2] 1.103 0.603 0.351 0.963 2.481
beta4_pH[8,19,2] 0.764 0.432 0.226 0.666 1.734
beta4_pH[9,19,2] 0.924 0.552 0.271 0.782 2.201
beta4_pH[10,19,2] 0.733 0.278 0.345 0.688 1.294
beta4_pH[11,19,2] 0.694 0.248 0.351 0.651 1.187
beta4_pH[12,19,2] 0.931 0.384 0.435 0.844 1.722
beta4_pH[13,19,2] 0.751 0.266 0.380 0.701 1.292
beta4_pH[14,19,2] 1.020 0.336 0.560 0.962 1.707
beta4_pH[15,19,2] 0.917 0.264 0.540 0.880 1.442
beta4_pH[16,19,2] 0.895 0.365 0.419 0.817 1.658
beta4_pH[1,20,2] 0.704 0.285 0.305 0.660 1.286
beta4_pH[2,20,2] 0.857 0.211 0.544 0.836 1.262
beta4_pH[3,20,2] 0.919 0.268 0.519 0.879 1.473
beta4_pH[4,20,2] 0.807 0.270 0.430 0.763 1.343
beta4_pH[5,20,2] 0.660 0.539 0.084 0.491 1.967
beta4_pH[6,20,2] 1.908 1.707 0.229 1.343 6.648
beta4_pH[7,20,2] 1.111 0.619 0.345 0.961 2.508
beta4_pH[8,20,2] 0.753 0.430 0.225 0.650 1.717
beta4_pH[9,20,2] 0.923 0.551 0.277 0.770 2.196
beta4_pH[10,20,2] 0.711 0.273 0.346 0.658 1.276
beta4_pH[11,20,2] 0.687 0.245 0.349 0.639 1.190
beta4_pH[12,20,2] 0.936 0.378 0.436 0.853 1.726
beta4_pH[13,20,2] 0.750 0.269 0.380 0.704 1.289
beta4_pH[14,20,2] 1.029 0.334 0.565 0.982 1.692
beta4_pH[15,20,2] 0.912 0.265 0.537 0.867 1.440
beta4_pH[16,20,2] 0.898 0.365 0.419 0.816 1.662
beta4_pH[1,21,2] 0.685 0.285 0.306 0.629 1.289
beta4_pH[2,21,2] 0.846 0.213 0.543 0.818 1.260
beta4_pH[3,21,2] 0.922 0.274 0.520 0.875 1.476
beta4_pH[4,21,2] 0.806 0.271 0.430 0.765 1.353
beta4_pH[5,21,2] 0.646 0.537 0.085 0.484 1.993
beta4_pH[6,21,2] 1.905 1.691 0.232 1.340 6.642
beta4_pH[7,21,2] 1.087 0.616 0.345 0.921 2.479
beta4_pH[8,21,2] 0.762 0.422 0.230 0.665 1.723
beta4_pH[9,21,2] 0.925 0.539 0.273 0.789 2.206
beta4_pH[10,21,2] 0.722 0.280 0.343 0.672 1.292
beta4_pH[11,21,2] 0.680 0.242 0.351 0.634 1.181
beta4_pH[12,21,2] 0.916 0.378 0.436 0.822 1.720
beta4_pH[13,21,2] 0.746 0.268 0.379 0.702 1.292
beta4_pH[14,21,2] 1.024 0.338 0.561 0.973 1.708
beta4_pH[15,21,2] 0.920 0.267 0.537 0.876 1.455
beta4_pH[16,21,2] 0.904 0.364 0.421 0.822 1.657
beta4_pH[1,22,2] 0.690 0.286 0.306 0.638 1.292
beta4_pH[2,22,2] 0.849 0.217 0.543 0.816 1.265
beta4_pH[3,22,2] 0.862 0.252 0.513 0.817 1.427
beta4_pH[4,22,2] 0.836 0.271 0.431 0.810 1.352
beta4_pH[5,22,2] 0.647 0.530 0.086 0.485 1.949
beta4_pH[6,22,2] 1.864 1.664 0.237 1.324 6.599
beta4_pH[7,22,2] 1.107 0.621 0.348 0.951 2.483
beta4_pH[8,22,2] 0.755 0.418 0.228 0.662 1.716
beta4_pH[9,22,2] 0.921 0.540 0.277 0.781 2.188
beta4_pH[10,22,2] 0.727 0.274 0.344 0.683 1.285
beta4_pH[11,22,2] 0.694 0.248 0.352 0.658 1.189
beta4_pH[12,22,2] 0.931 0.380 0.436 0.848 1.733
beta4_pH[13,22,2] 0.754 0.273 0.381 0.705 1.296
beta4_pH[14,22,2] 1.028 0.334 0.558 0.970 1.703
beta4_pH[15,22,2] 0.917 0.262 0.540 0.877 1.433
beta4_pH[16,22,2] 0.902 0.358 0.422 0.831 1.644
beta4_pH[1,23,2] 0.680 0.284 0.305 0.624 1.281
beta4_pH[2,23,2] 0.857 0.211 0.546 0.832 1.252
beta4_pH[3,23,2] 0.967 0.270 0.534 0.942 1.485
beta4_pH[4,23,2] 0.815 0.270 0.429 0.773 1.348
beta4_pH[5,23,2] 0.642 0.534 0.084 0.470 1.966
beta4_pH[6,23,2] 1.901 1.706 0.229 1.322 6.605
beta4_pH[7,23,2] 1.090 0.611 0.350 0.926 2.496
beta4_pH[8,23,2] 0.757 0.431 0.228 0.651 1.727
beta4_pH[9,23,2] 0.934 0.544 0.275 0.791 2.177
beta4_pH[10,23,2] 0.720 0.277 0.343 0.671 1.290
beta4_pH[11,23,2] 0.686 0.248 0.352 0.643 1.189
beta4_pH[12,23,2] 0.924 0.375 0.438 0.846 1.717
beta4_pH[13,23,2] 0.743 0.267 0.380 0.693 1.297
beta4_pH[14,23,2] 1.035 0.337 0.560 0.976 1.700
beta4_pH[15,23,2] 0.910 0.261 0.539 0.871 1.435
beta4_pH[16,23,2] 0.890 0.358 0.422 0.813 1.655
beta4_pH[1,24,2] 0.703 0.287 0.307 0.656 1.293
beta4_pH[2,24,2] 0.851 0.211 0.544 0.824 1.262
beta4_pH[3,24,2] 0.923 0.266 0.522 0.887 1.468
beta4_pH[4,24,2] 0.837 0.273 0.433 0.806 1.351
beta4_pH[5,24,2] 0.657 0.544 0.085 0.484 1.989
beta4_pH[6,24,2] 1.925 1.693 0.230 1.365 6.575
beta4_pH[7,24,2] 1.094 0.608 0.347 0.945 2.474
beta4_pH[8,24,2] 0.764 0.428 0.226 0.659 1.739
beta4_pH[9,24,2] 0.936 0.546 0.273 0.795 2.191
beta4_pH[10,24,2] 0.736 0.282 0.345 0.687 1.298
beta4_pH[11,24,2] 0.686 0.250 0.351 0.640 1.193
beta4_pH[12,24,2] 0.921 0.375 0.438 0.838 1.727
beta4_pH[13,24,2] 0.747 0.265 0.382 0.700 1.296
beta4_pH[14,24,2] 1.035 0.338 0.560 0.979 1.704
beta4_pH[15,24,2] 0.921 0.263 0.539 0.889 1.443
beta4_pH[16,24,2] 0.908 0.361 0.422 0.834 1.670
beta4_pH[1,25,2] 0.698 0.289 0.305 0.652 1.287
beta4_pH[2,25,2] 0.863 0.215 0.545 0.843 1.261
beta4_pH[3,25,2] 0.973 0.268 0.531 0.947 1.484
beta4_pH[4,25,2] 0.803 0.269 0.432 0.760 1.335
beta4_pH[5,25,2] 0.657 0.546 0.084 0.477 1.968
beta4_pH[6,25,2] 1.939 1.703 0.232 1.383 6.592
beta4_pH[7,25,2] 1.097 0.610 0.348 0.944 2.471
beta4_pH[8,25,2] 0.758 0.433 0.225 0.654 1.719
beta4_pH[9,25,2] 0.930 0.542 0.280 0.778 2.190
beta4_pH[10,25,2] 0.720 0.278 0.347 0.671 1.291
beta4_pH[11,25,2] 0.680 0.240 0.350 0.637 1.177
beta4_pH[12,25,2] 0.931 0.372 0.439 0.845 1.720
beta4_pH[13,25,2] 0.750 0.268 0.381 0.705 1.291
beta4_pH[14,25,2] 1.044 0.341 0.562 0.990 1.705
beta4_pH[15,25,2] 0.921 0.269 0.540 0.875 1.452
beta4_pH[16,25,2] 0.909 0.366 0.422 0.827 1.660
beta4_pH[1,26,2] 0.702 0.286 0.307 0.653 1.284
beta4_pH[2,26,2] 0.854 0.214 0.544 0.832 1.263
beta4_pH[3,26,2] 0.926 0.269 0.522 0.889 1.474
beta4_pH[4,26,2] 0.791 0.272 0.430 0.739 1.340
beta4_pH[5,26,2] 0.659 0.550 0.086 0.477 1.990
beta4_pH[6,26,2] 1.939 1.731 0.234 1.345 6.660
beta4_pH[7,26,2] 1.103 0.610 0.351 0.951 2.469
beta4_pH[8,26,2] 0.752 0.425 0.225 0.649 1.728
beta4_pH[9,26,2] 0.930 0.546 0.273 0.783 2.206
beta4_pH[10,26,2] 0.728 0.274 0.345 0.685 1.289
beta4_pH[11,26,2] 0.694 0.243 0.352 0.657 1.183
beta4_pH[12,26,2] 0.922 0.376 0.436 0.835 1.731
beta4_pH[13,26,2] 0.751 0.266 0.380 0.711 1.292
beta4_pH[14,26,2] 1.032 0.334 0.562 0.981 1.691
beta4_pH[15,26,2] 0.928 0.265 0.540 0.895 1.442
beta4_pH[16,26,2] 0.903 0.362 0.418 0.836 1.639
beta4_pH[1,27,2] 0.687 0.281 0.307 0.645 1.273
beta4_pH[2,27,2] 0.868 0.217 0.543 0.846 1.261
beta4_pH[3,27,2] 0.968 0.267 0.531 0.946 1.466
beta4_pH[4,27,2] 0.799 0.264 0.433 0.755 1.342
beta4_pH[5,27,2] 0.649 0.535 0.084 0.470 1.945
beta4_pH[6,27,2] 1.929 1.701 0.229 1.382 6.688
beta4_pH[7,27,2] 1.082 0.615 0.346 0.926 2.495
beta4_pH[8,27,2] 0.744 0.416 0.226 0.656 1.700
beta4_pH[9,27,2] 0.926 0.551 0.276 0.778 2.187
beta4_pH[10,27,2] 0.727 0.280 0.346 0.684 1.293
beta4_pH[11,27,2] 0.693 0.249 0.352 0.653 1.189
beta4_pH[12,27,2] 0.913 0.376 0.437 0.829 1.722
beta4_pH[13,27,2] 0.757 0.271 0.379 0.707 1.293
beta4_pH[14,27,2] 1.033 0.333 0.563 0.989 1.696
beta4_pH[15,27,2] 0.931 0.268 0.541 0.895 1.447
beta4_pH[16,27,2] 0.915 0.362 0.421 0.836 1.664
beta4_pH[1,28,2] 0.703 0.291 0.307 0.653 1.280
beta4_pH[2,28,2] 0.859 0.215 0.546 0.835 1.266
beta4_pH[3,28,2] 0.827 0.257 0.510 0.773 1.443
beta4_pH[4,28,2] 0.804 0.268 0.428 0.764 1.349
beta4_pH[5,28,2] 0.624 0.529 0.084 0.439 1.923
beta4_pH[6,28,2] 1.972 1.732 0.235 1.384 6.683
beta4_pH[7,28,2] 1.085 0.615 0.346 0.922 2.489
beta4_pH[8,28,2] 0.754 0.424 0.225 0.660 1.692
beta4_pH[9,28,2] 0.926 0.551 0.274 0.756 2.165
beta4_pH[10,28,2] 0.717 0.273 0.347 0.667 1.286
beta4_pH[11,28,2] 0.683 0.244 0.349 0.639 1.192
beta4_pH[12,28,2] 0.931 0.378 0.436 0.843 1.719
beta4_pH[13,28,2] 0.748 0.269 0.379 0.701 1.295
beta4_pH[14,28,2] 1.043 0.339 0.565 0.991 1.708
beta4_pH[15,28,2] 0.896 0.267 0.537 0.841 1.432
beta4_pH[16,28,2] 0.896 0.364 0.417 0.821 1.667
beta4_pH[1,29,2] 0.689 0.283 0.306 0.637 1.282
beta4_pH[2,29,2] 0.855 0.211 0.547 0.830 1.256
beta4_pH[3,29,2] 0.940 0.270 0.523 0.904 1.468
beta4_pH[4,29,2] 0.796 0.270 0.432 0.751 1.340
beta4_pH[5,29,2] 0.622 0.526 0.084 0.446 1.953
beta4_pH[6,29,2] 1.930 1.708 0.237 1.362 6.662
beta4_pH[7,29,2] 1.088 0.611 0.348 0.937 2.478
beta4_pH[8,29,2] 0.762 0.434 0.227 0.659 1.734
beta4_pH[9,29,2] 0.924 0.544 0.270 0.771 2.165
beta4_pH[10,29,2] 0.734 0.283 0.346 0.683 1.294
beta4_pH[11,29,2] 0.700 0.249 0.353 0.660 1.194
beta4_pH[12,29,2] 0.927 0.380 0.439 0.844 1.742
beta4_pH[13,29,2] 0.761 0.269 0.384 0.715 1.298
beta4_pH[14,29,2] 1.042 0.338 0.564 0.987 1.703
beta4_pH[15,29,2] 0.920 0.265 0.538 0.885 1.439
beta4_pH[16,29,2] 0.905 0.356 0.423 0.843 1.664
beta4_pH[1,30,2] 0.699 0.285 0.305 0.655 1.278
beta4_pH[2,30,2] 0.856 0.218 0.542 0.821 1.261
beta4_pH[3,30,2] 0.914 0.264 0.524 0.878 1.461
beta4_pH[4,30,2] 0.795 0.265 0.430 0.751 1.329
beta4_pH[5,30,2] 0.640 0.539 0.083 0.460 1.992
beta4_pH[6,30,2] 1.933 1.727 0.236 1.357 6.652
beta4_pH[7,30,2] 1.093 0.614 0.348 0.930 2.504
beta4_pH[8,30,2] 0.753 0.425 0.226 0.664 1.702
beta4_pH[9,30,2] 0.933 0.547 0.275 0.779 2.202
beta4_pH[10,30,2] 0.732 0.277 0.346 0.690 1.301
beta4_pH[11,30,2] 0.680 0.247 0.350 0.633 1.188
beta4_pH[12,30,2] 0.922 0.372 0.435 0.841 1.715
beta4_pH[13,30,2] 0.757 0.271 0.377 0.715 1.296
beta4_pH[14,30,2] 1.033 0.338 0.561 0.981 1.699
beta4_pH[15,30,2] 0.912 0.264 0.539 0.868 1.442
beta4_pH[16,30,2] 0.878 0.362 0.418 0.799 1.655
beta4_pH[1,31,2] 0.706 0.291 0.304 0.657 1.296
beta4_pH[2,31,2] 0.854 0.213 0.544 0.826 1.257
beta4_pH[3,31,2] 0.899 0.271 0.514 0.852 1.465
beta4_pH[4,31,2] 0.799 0.266 0.431 0.761 1.335
beta4_pH[5,31,2] 0.654 0.537 0.084 0.476 1.986
beta4_pH[6,31,2] 1.982 1.736 0.235 1.399 6.661
beta4_pH[7,31,2] 1.084 0.616 0.346 0.927 2.503
beta4_pH[8,31,2] 0.772 0.433 0.226 0.680 1.727
beta4_pH[9,31,2] 0.920 0.537 0.277 0.777 2.183
beta4_pH[10,31,2] 0.733 0.278 0.346 0.691 1.285
beta4_pH[11,31,2] 0.676 0.242 0.350 0.628 1.188
beta4_pH[12,31,2] 0.929 0.378 0.438 0.855 1.730
beta4_pH[13,31,2] 0.715 0.262 0.375 0.659 1.272
beta4_pH[14,31,2] 1.056 0.340 0.564 1.011 1.709
beta4_pH[15,31,2] 0.892 0.264 0.533 0.845 1.433
beta4_pH[16,31,2] 0.883 0.358 0.417 0.807 1.647
beta4_pH[1,32,2] 0.683 0.276 0.307 0.640 1.274
beta4_pH[2,32,2] 0.839 0.211 0.543 0.811 1.262
beta4_pH[3,32,2] 0.898 0.270 0.515 0.848 1.464
beta4_pH[4,32,2] 0.806 0.271 0.428 0.763 1.341
beta4_pH[5,32,2] 0.653 0.537 0.086 0.471 1.972
beta4_pH[6,32,2] 1.942 1.720 0.226 1.374 6.693
beta4_pH[7,32,2] 1.109 0.622 0.348 0.940 2.484
beta4_pH[8,32,2] 0.783 0.432 0.228 0.689 1.739
beta4_pH[9,32,2] 0.927 0.547 0.275 0.783 2.181
beta4_pH[10,32,2] 0.714 0.273 0.346 0.665 1.286
beta4_pH[11,32,2] 0.677 0.245 0.352 0.626 1.187
beta4_pH[12,32,2] 0.918 0.374 0.437 0.829 1.727
beta4_pH[13,32,2] 0.745 0.265 0.378 0.697 1.286
beta4_pH[14,32,2] 1.039 0.337 0.565 0.981 1.704
beta4_pH[15,32,2] 0.894 0.264 0.537 0.846 1.428
beta4_pH[16,32,2] 0.883 0.355 0.418 0.804 1.651
beta4_pH[1,33,2] 0.697 0.285 0.305 0.643 1.283
beta4_pH[2,33,2] 0.842 0.213 0.542 0.807 1.259
beta4_pH[3,33,2] 0.882 0.266 0.514 0.836 1.456
beta4_pH[4,33,2] 0.805 0.271 0.430 0.759 1.343
beta4_pH[5,33,2] 0.636 0.525 0.082 0.469 1.955
beta4_pH[6,33,2] 1.904 1.697 0.239 1.369 6.598
beta4_pH[7,33,2] 1.109 0.615 0.350 0.960 2.491
beta4_pH[8,33,2] 0.766 0.436 0.227 0.678 1.745
beta4_pH[9,33,2] 0.943 0.550 0.279 0.802 2.192
beta4_pH[10,33,2] 0.720 0.279 0.342 0.675 1.296
beta4_pH[11,33,2] 0.674 0.244 0.350 0.630 1.184
beta4_pH[12,33,2] 0.928 0.374 0.438 0.846 1.722
beta4_pH[13,33,2] 0.720 0.269 0.376 0.657 1.293
beta4_pH[14,33,2] 1.048 0.341 0.560 1.003 1.704
beta4_pH[15,33,2] 0.900 0.266 0.535 0.856 1.449
beta4_pH[16,33,2] 0.884 0.362 0.420 0.805 1.648
beta4_pH[1,34,2] 0.690 0.287 0.303 0.637 1.292
beta4_pH[2,34,2] 0.845 0.215 0.543 0.809 1.264
beta4_pH[3,34,2] 0.882 0.266 0.514 0.835 1.459
beta4_pH[4,34,2] 0.804 0.270 0.430 0.764 1.346
beta4_pH[5,34,2] 0.655 0.545 0.085 0.489 2.015
beta4_pH[6,34,2] 1.855 1.709 0.230 1.293 6.656
beta4_pH[7,34,2] 1.094 0.616 0.343 0.939 2.490
beta4_pH[8,34,2] 0.771 0.433 0.228 0.681 1.736
beta4_pH[9,34,2] 0.919 0.538 0.276 0.771 2.184
beta4_pH[10,34,2] 0.726 0.276 0.347 0.685 1.289
beta4_pH[11,34,2] 0.666 0.243 0.349 0.617 1.183
beta4_pH[12,34,2] 0.916 0.368 0.437 0.835 1.711
beta4_pH[13,34,2] 0.733 0.266 0.383 0.685 1.290
beta4_pH[14,34,2] 1.025 0.337 0.563 0.971 1.703
beta4_pH[15,34,2] 0.899 0.264 0.536 0.847 1.432
beta4_pH[16,34,2] 0.854 0.351 0.419 0.763 1.654
beta4_pH[1,35,2] 0.412 0.140 0.200 0.392 0.755
beta4_pH[2,35,2] 0.780 0.085 0.624 0.774 0.960
beta4_pH[3,35,2] 1.024 0.163 0.744 1.010 1.383
beta4_pH[4,35,2] 0.586 0.227 0.264 0.546 1.133
beta4_pH[5,35,2] 0.125 0.090 0.027 0.101 0.356
beta4_pH[6,35,2] 0.772 0.695 0.137 0.576 2.583
beta4_pH[7,35,2] 2.308 1.837 0.444 1.770 7.443
beta4_pH[8,35,2] 0.524 0.260 0.185 0.465 1.187
beta4_pH[9,35,2] 0.601 0.524 0.108 0.446 1.972
beta4_pH[10,35,2] 0.628 0.135 0.402 0.614 0.933
beta4_pH[11,35,2] 0.754 0.200 0.435 0.729 1.215
beta4_pH[12,35,2] 1.427 0.894 0.381 1.202 3.806
beta4_pH[13,35,2] 0.726 0.107 0.538 0.719 0.952
beta4_pH[14,35,2] 0.805 0.268 0.417 0.761 1.466
beta4_pH[15,35,2] 0.875 0.118 0.662 0.869 1.132
beta4_pH[16,35,2] 0.580 0.269 0.226 0.523 1.270
beta4_pH[1,36,2] 0.915 0.201 0.584 0.895 1.367
beta4_pH[2,36,2] 0.857 0.108 0.663 0.852 1.089
beta4_pH[3,36,2] 0.880 0.148 0.625 0.863 1.209
beta4_pH[4,36,2] 0.764 0.239 0.410 0.730 1.364
beta4_pH[5,36,2] 0.681 0.816 0.071 0.424 2.788
beta4_pH[6,36,2] 5.865 4.401 0.782 4.552 17.383
beta4_pH[7,36,2] 1.154 0.679 0.349 0.987 2.983
beta4_pH[8,36,2] 0.931 0.386 0.387 0.870 1.871
beta4_pH[9,36,2] 0.534 0.373 0.119 0.441 1.490
beta4_pH[10,36,2] 0.459 0.127 0.265 0.439 0.751
beta4_pH[11,36,2] 0.555 0.108 0.370 0.546 0.800
beta4_pH[12,36,2] 0.856 0.465 0.261 0.751 2.059
beta4_pH[13,36,2] 0.788 0.129 0.572 0.778 1.068
beta4_pH[14,36,2] 1.200 0.443 0.568 1.128 2.295
beta4_pH[15,36,2] 0.954 0.138 0.716 0.941 1.254
beta4_pH[16,36,2] 0.995 0.394 0.441 0.929 1.922
beta4_pH[1,37,2] 0.761 0.178 0.482 0.743 1.155
beta4_pH[2,37,2] 0.770 0.085 0.615 0.766 0.953
beta4_pH[3,37,2] 0.918 0.134 0.684 0.906 1.217
beta4_pH[4,37,2] 0.744 0.217 0.408 0.714 1.262
beta4_pH[5,37,2] 1.061 1.244 0.119 0.677 4.271
beta4_pH[6,37,2] 2.086 2.170 0.244 1.402 8.207
beta4_pH[7,37,2] 1.236 0.825 0.298 1.019 3.464
beta4_pH[8,37,2] 0.957 0.391 0.416 0.881 1.894
beta4_pH[9,37,2] 1.823 1.945 0.208 1.206 6.848
beta4_pH[10,37,2] 0.768 0.153 0.512 0.752 1.114
beta4_pH[11,37,2] 0.838 0.173 0.559 0.817 1.227
beta4_pH[12,37,2] 0.796 0.520 0.206 0.668 2.145
beta4_pH[13,37,2] 0.618 0.095 0.456 0.609 0.830
beta4_pH[14,37,2] 0.990 0.362 0.464 0.929 1.839
beta4_pH[15,37,2] 0.705 0.103 0.522 0.697 0.928
beta4_pH[16,37,2] 0.606 0.186 0.325 0.574 1.047
beta4_pH[1,38,2] 0.736 0.154 0.482 0.723 1.080
beta4_pH[2,38,2] 0.714 0.082 0.568 0.709 0.886
beta4_pH[3,38,2] 0.894 0.158 0.627 0.878 1.234
beta4_pH[4,38,2] 0.892 0.237 0.520 0.864 1.433
beta4_pH[5,38,2] 0.510 0.396 0.093 0.403 1.564
beta4_pH[6,38,2] 1.754 2.007 0.148 1.088 7.703
beta4_pH[7,38,2] 0.506 0.303 0.144 0.429 1.293
beta4_pH[8,38,2] 0.761 0.300 0.338 0.708 1.460
beta4_pH[9,38,2] 1.506 1.026 0.376 1.246 4.133
beta4_pH[10,38,2] 0.722 0.160 0.454 0.707 1.072
beta4_pH[11,38,2] 0.528 0.133 0.319 0.509 0.827
beta4_pH[12,38,2] 0.790 0.500 0.223 0.658 2.096
beta4_pH[13,38,2] 0.909 0.183 0.604 0.891 1.331
beta4_pH[14,38,2] 1.100 0.438 0.505 1.012 2.186
beta4_pH[15,38,2] 0.846 0.094 0.676 0.839 1.041
beta4_pH[16,38,2] 0.850 0.343 0.358 0.786 1.681
beta4_pH[1,39,2] 0.700 0.144 0.466 0.684 1.028
beta4_pH[2,39,2] 0.867 0.103 0.687 0.862 1.087
beta4_pH[3,39,2] 0.846 0.120 0.639 0.837 1.103
beta4_pH[4,39,2] 0.836 0.274 0.421 0.792 1.494
beta4_pH[5,39,2] 1.117 1.270 0.126 0.745 4.444
beta4_pH[6,39,2] 0.442 0.614 0.040 0.264 1.966
beta4_pH[7,39,2] 1.881 1.727 0.301 1.382 6.517
beta4_pH[8,39,2] 1.393 0.767 0.450 1.211 3.411
beta4_pH[9,39,2] 1.988 1.635 0.373 1.542 6.348
beta4_pH[10,39,2] 0.757 0.207 0.432 0.732 1.234
beta4_pH[11,39,2] 0.694 0.176 0.409 0.670 1.101
beta4_pH[12,39,2] 0.773 0.444 0.232 0.673 1.879
beta4_pH[13,39,2] 0.723 0.117 0.528 0.711 0.973
beta4_pH[14,39,2] 0.951 0.358 0.429 0.900 1.768
beta4_pH[15,39,2] 0.998 0.107 0.808 0.992 1.228
beta4_pH[16,39,2] 0.864 0.343 0.385 0.805 1.669
beta4_pH[1,40,2] 0.775 0.136 0.542 0.763 1.074
beta4_pH[2,40,2] 0.762 0.084 0.608 0.758 0.945
beta4_pH[3,40,2] 0.941 0.142 0.684 0.929 1.245
beta4_pH[4,40,2] 0.881 0.209 0.550 0.857 1.358
beta4_pH[5,40,2] 0.320 0.230 0.078 0.255 0.935
beta4_pH[6,40,2] 1.977 2.059 0.224 1.343 7.664
beta4_pH[7,40,2] 1.568 1.371 0.280 1.186 5.319
beta4_pH[8,40,2] 0.363 0.292 0.072 0.286 1.096
beta4_pH[9,40,2] 0.522 0.525 0.069 0.364 1.880
beta4_pH[10,40,2] 0.920 0.252 0.520 0.889 1.513
beta4_pH[11,40,2] 0.460 0.111 0.275 0.448 0.722
beta4_pH[12,40,2] 0.645 0.389 0.191 0.555 1.690
beta4_pH[13,40,2] 0.788 0.122 0.573 0.778 1.057
beta4_pH[14,40,2] 0.760 0.256 0.377 0.721 1.361
beta4_pH[15,40,2] 0.841 0.097 0.666 0.833 1.049
beta4_pH[16,40,2] 1.184 0.498 0.503 1.091 2.428
beta4_pH[1,41,2] 0.607 0.132 0.387 0.596 0.903
beta4_pH[2,41,2] 0.786 0.102 0.605 0.778 1.003
beta4_pH[3,41,2] 0.886 0.139 0.637 0.874 1.191
beta4_pH[4,41,2] 0.875 0.378 0.361 0.807 1.843
beta4_pH[5,41,2] 1.431 0.790 0.445 1.247 3.441
beta4_pH[6,41,2] 3.020 3.022 0.302 1.972 12.495
beta4_pH[7,41,2] 0.815 0.478 0.241 0.702 2.102
beta4_pH[8,41,2] 1.216 0.732 0.357 1.027 3.051
beta4_pH[9,41,2] 0.519 0.561 0.057 0.346 1.985
beta4_pH[10,41,2] 0.778 0.174 0.499 0.757 1.166
beta4_pH[11,41,2] 0.854 0.244 0.473 0.823 1.419
beta4_pH[12,41,2] 0.957 0.447 0.355 0.877 2.075
beta4_pH[13,41,2] 0.694 0.111 0.503 0.687 0.940
beta4_pH[14,41,2] 1.106 0.337 0.585 1.063 1.883
beta4_pH[15,41,2] 0.785 0.097 0.614 0.781 0.989
beta4_pH[16,41,2] 0.954 0.443 0.362 0.866 2.083
beta4_pH[1,42,2] 0.671 0.143 0.429 0.655 0.995
beta4_pH[2,42,2] 0.784 0.100 0.607 0.777 0.990
beta4_pH[3,42,2] 0.802 0.154 0.543 0.784 1.139
beta4_pH[4,42,2] 0.969 0.322 0.478 0.919 1.744
beta4_pH[5,42,2] 1.437 1.613 0.167 0.926 5.848
beta4_pH[6,42,2] 0.312 0.240 0.061 0.248 0.939
beta4_pH[7,42,2] 0.958 0.620 0.261 0.808 2.428
beta4_pH[8,42,2] 0.777 0.332 0.321 0.719 1.590
beta4_pH[9,42,2] 0.801 0.617 0.168 0.641 2.299
beta4_pH[10,42,2] 0.916 0.209 0.570 0.894 1.393
beta4_pH[11,42,2] 0.649 0.145 0.408 0.633 0.973
beta4_pH[12,42,2] 0.846 0.398 0.312 0.764 1.815
beta4_pH[13,42,2] 0.506 0.156 0.267 0.482 0.868
beta4_pH[14,42,2] 0.902 0.310 0.458 0.848 1.695
beta4_pH[15,42,2] 0.924 0.094 0.749 0.919 1.119
beta4_pH[16,42,2] 0.583 0.202 0.277 0.556 1.102
beta4_pH[1,43,2] 0.798 0.195 0.472 0.776 1.243
beta4_pH[2,43,2] 0.751 0.080 0.611 0.746 0.924
beta4_pH[3,43,2] 0.660 0.093 0.498 0.652 0.865
beta4_pH[4,43,2] 0.844 0.276 0.427 0.806 1.483
beta4_pH[5,43,2] 1.606 0.764 0.595 1.455 3.498
beta4_pH[6,43,2] 1.146 0.933 0.223 0.892 3.346
beta4_pH[7,43,2] 0.735 0.629 0.126 0.556 2.445
beta4_pH[8,43,2] 0.604 0.262 0.242 0.556 1.238
beta4_pH[9,43,2] 1.182 1.112 0.169 0.857 4.112
beta4_pH[10,43,2] 0.679 0.143 0.437 0.660 1.007
beta4_pH[11,43,2] 0.646 0.138 0.417 0.633 0.954
beta4_pH[12,43,2] 0.768 0.381 0.275 0.699 1.718
beta4_pH[13,43,2] 0.590 0.116 0.393 0.581 0.840
beta4_pH[14,43,2] 1.096 0.342 0.566 1.048 1.867
beta4_pH[15,43,2] 0.849 0.106 0.662 0.842 1.080
beta4_pH[16,43,2] 1.251 0.454 0.583 1.171 2.332
beta4_pH[1,44,2] 0.611 0.169 0.346 0.592 1.010
beta4_pH[2,44,2] 0.705 0.080 0.558 0.702 0.875
beta4_pH[3,44,2] 0.632 0.099 0.468 0.623 0.849
beta4_pH[4,44,2] 0.836 0.208 0.510 0.810 1.314
beta4_pH[5,44,2] 1.221 0.569 0.440 1.110 2.654
beta4_pH[6,44,2] 1.266 1.516 0.120 0.783 5.394
beta4_pH[7,44,2] 1.161 0.676 0.369 0.986 2.921
beta4_pH[8,44,2] 0.437 0.286 0.113 0.370 1.206
beta4_pH[9,44,2] 1.012 0.916 0.162 0.738 3.488
beta4_pH[10,44,2] 0.627 0.158 0.372 0.612 0.985
beta4_pH[11,44,2] 0.356 0.123 0.175 0.335 0.633
beta4_pH[12,44,2] 0.596 0.304 0.197 0.531 1.364
beta4_pH[13,44,2] 0.533 0.095 0.373 0.524 0.741
beta4_pH[14,44,2] 0.681 0.172 0.403 0.662 1.066
beta4_pH[15,44,2] 0.645 0.085 0.492 0.640 0.828
beta4_pH[16,44,2] 0.431 0.190 0.175 0.396 0.905
beta4_pH[1,45,2] 0.791 0.194 0.491 0.768 1.245
beta4_pH[2,45,2] 0.706 0.088 0.549 0.703 0.890
beta4_pH[3,45,2] 0.758 0.137 0.528 0.742 1.070
beta4_pH[4,45,2] 0.762 0.198 0.447 0.739 1.230
beta4_pH[5,45,2] 0.995 1.063 0.108 0.658 4.071
beta4_pH[6,45,2] 1.196 1.121 0.182 0.858 4.540
beta4_pH[7,45,2] 0.686 0.540 0.138 0.528 2.190
beta4_pH[8,45,2] 1.198 0.536 0.489 1.085 2.575
beta4_pH[9,45,2] 0.103 0.114 0.010 0.067 0.427
beta4_pH[10,45,2] 0.853 0.203 0.524 0.831 1.314
beta4_pH[11,45,2] 0.464 0.101 0.298 0.453 0.699
beta4_pH[12,45,2] 0.756 0.321 0.287 0.698 1.562
beta4_pH[13,45,2] 0.458 0.075 0.331 0.451 0.619
beta4_pH[14,45,2] 0.759 0.180 0.456 0.743 1.154
beta4_pH[15,45,2] 0.511 0.072 0.390 0.504 0.668
beta4_pH[16,45,2] 0.262 0.156 0.075 0.225 0.650
beta4_pH[1,46,2] 0.799 0.166 0.524 0.785 1.160
beta4_pH[2,46,2] 0.676 0.097 0.505 0.670 0.886
beta4_pH[3,46,2] 0.776 0.118 0.568 0.767 1.031
beta4_pH[4,46,2] 0.863 0.316 0.395 0.817 1.617
beta4_pH[5,46,2] 1.112 0.605 0.371 0.972 2.573
beta4_pH[6,46,2] 1.473 1.825 0.114 0.891 6.614
beta4_pH[7,46,2] 1.657 1.266 0.349 1.325 5.142
beta4_pH[8,46,2] 1.053 0.495 0.394 0.956 2.231
beta4_pH[9,46,2] 1.635 1.657 0.223 1.135 6.149
beta4_pH[10,46,2] 0.666 0.181 0.383 0.643 1.078
beta4_pH[11,46,2] 0.670 0.138 0.433 0.658 0.970
beta4_pH[12,46,2] 0.989 0.394 0.377 0.932 1.865
beta4_pH[13,46,2] 0.595 0.181 0.320 0.570 1.023
beta4_pH[14,46,2] 0.899 0.267 0.444 0.870 1.502
beta4_pH[15,46,2] 0.606 0.072 0.477 0.601 0.757
beta4_pH[16,46,2] 0.563 0.209 0.240 0.536 1.052
beta4_pH[1,47,2] 0.629 0.152 0.390 0.609 0.981
beta4_pH[2,47,2] 0.764 0.111 0.570 0.753 1.002
beta4_pH[3,47,2] 0.770 0.114 0.573 0.761 1.014
beta4_pH[4,47,2] 0.551 0.224 0.237 0.507 1.094
beta4_pH[5,47,2] 0.116 0.090 0.024 0.090 0.354
beta4_pH[6,47,2] 0.186 0.128 0.041 0.155 0.524
beta4_pH[7,47,2] 0.468 0.412 0.077 0.355 1.542
beta4_pH[8,47,2] 0.902 0.595 0.219 0.751 2.401
beta4_pH[9,47,2] 0.486 0.620 0.041 0.292 2.114
beta4_pH[10,47,2] 0.834 0.266 0.419 0.799 1.443
beta4_pH[11,47,2] 0.575 0.113 0.382 0.566 0.822
beta4_pH[12,47,2] 1.128 0.414 0.450 1.095 2.001
beta4_pH[13,47,2] 0.672 0.115 0.473 0.664 0.919
beta4_pH[14,47,2] 0.851 0.291 0.395 0.810 1.504
beta4_pH[15,47,2] 0.692 0.109 0.505 0.684 0.925
beta4_pH[16,47,2] 0.670 0.211 0.324 0.648 1.135
beta4_pH[1,1,3] 0.689 0.283 0.305 0.640 1.277
beta4_pH[2,1,3] 0.855 0.215 0.546 0.834 1.261
beta4_pH[3,1,3] 0.908 0.269 0.516 0.865 1.461
beta4_pH[4,1,3] 0.809 0.271 0.432 0.766 1.348
beta4_pH[5,1,3] 0.661 0.543 0.085 0.492 1.963
beta4_pH[6,1,3] 1.913 1.711 0.234 1.362 6.657
beta4_pH[7,1,3] 1.085 0.609 0.345 0.924 2.452
beta4_pH[8,1,3] 0.746 0.429 0.225 0.635 1.720
beta4_pH[9,1,3] 0.923 0.544 0.274 0.777 2.197
beta4_pH[10,1,3] 0.733 0.281 0.346 0.687 1.293
beta4_pH[11,1,3] 0.690 0.246 0.353 0.646 1.193
beta4_pH[12,1,3] 0.922 0.380 0.435 0.833 1.723
beta4_pH[13,1,3] 0.755 0.270 0.383 0.704 1.296
beta4_pH[14,1,3] 1.027 0.340 0.561 0.976 1.695
beta4_pH[15,1,3] 0.918 0.270 0.538 0.879 1.437
beta4_pH[16,1,3] 0.904 0.364 0.421 0.832 1.667
beta4_pH[1,2,3] 0.691 0.282 0.307 0.645 1.278
beta4_pH[2,2,3] 0.860 0.213 0.544 0.835 1.262
beta4_pH[3,2,3] 0.907 0.272 0.514 0.858 1.463
beta4_pH[4,2,3] 0.810 0.267 0.431 0.769 1.333
beta4_pH[5,2,3] 0.661 0.549 0.085 0.492 1.993
beta4_pH[6,2,3] 1.925 1.714 0.238 1.353 6.648
beta4_pH[7,2,3] 1.105 0.614 0.351 0.952 2.502
beta4_pH[8,2,3] 0.761 0.432 0.228 0.658 1.755
beta4_pH[9,2,3] 0.920 0.530 0.275 0.789 2.191
beta4_pH[10,2,3] 0.726 0.278 0.347 0.675 1.291
beta4_pH[11,2,3] 0.679 0.247 0.352 0.628 1.193
beta4_pH[12,2,3] 0.936 0.378 0.437 0.855 1.724
beta4_pH[13,2,3] 0.744 0.264 0.382 0.705 1.293
beta4_pH[14,2,3] 1.030 0.337 0.560 0.980 1.709
beta4_pH[15,2,3] 0.917 0.264 0.540 0.879 1.441
beta4_pH[16,2,3] 0.901 0.360 0.420 0.828 1.661
beta4_pH[1,3,3] 0.682 0.280 0.303 0.629 1.279
beta4_pH[2,3,3] 0.846 0.214 0.542 0.814 1.257
beta4_pH[3,3,3] 0.909 0.273 0.515 0.869 1.473
beta4_pH[4,3,3] 0.810 0.270 0.430 0.769 1.344
beta4_pH[5,3,3] 0.667 0.550 0.085 0.494 1.990
beta4_pH[6,3,3] 1.935 1.726 0.233 1.381 6.647
beta4_pH[7,3,3] 1.117 0.624 0.351 0.960 2.515
beta4_pH[8,3,3] 0.773 0.427 0.226 0.684 1.724
beta4_pH[9,3,3] 0.908 0.541 0.272 0.760 2.156
beta4_pH[10,3,3] 0.727 0.275 0.346 0.690 1.293
beta4_pH[11,3,3] 0.691 0.248 0.350 0.647 1.198
beta4_pH[12,3,3] 0.929 0.374 0.437 0.848 1.724
beta4_pH[13,3,3] 0.743 0.269 0.381 0.699 1.288
beta4_pH[14,3,3] 1.016 0.333 0.561 0.957 1.698
beta4_pH[15,3,3] 0.912 0.265 0.537 0.865 1.437
beta4_pH[16,3,3] 0.893 0.358 0.421 0.814 1.664
beta4_pH[1,4,3] 0.693 0.288 0.304 0.644 1.282
beta4_pH[2,4,3] 0.849 0.214 0.545 0.819 1.259
beta4_pH[3,4,3] 0.903 0.269 0.515 0.867 1.465
beta4_pH[4,4,3] 0.811 0.273 0.433 0.766 1.352
beta4_pH[5,4,3] 0.673 0.553 0.083 0.499 2.007
beta4_pH[6,4,3] 1.856 1.701 0.230 1.293 6.748
beta4_pH[7,4,3] 1.106 0.617 0.349 0.950 2.482
beta4_pH[8,4,3] 0.757 0.424 0.225 0.667 1.704
beta4_pH[9,4,3] 0.917 0.539 0.273 0.777 2.195
beta4_pH[10,4,3] 0.723 0.275 0.346 0.678 1.282
beta4_pH[11,4,3] 0.689 0.248 0.350 0.642 1.191
beta4_pH[12,4,3] 0.932 0.376 0.435 0.850 1.725
beta4_pH[13,4,3] 0.749 0.265 0.379 0.705 1.291
beta4_pH[14,4,3] 1.026 0.341 0.560 0.960 1.694
beta4_pH[15,4,3] 0.919 0.266 0.539 0.877 1.443
beta4_pH[16,4,3] 0.896 0.365 0.420 0.809 1.653
beta4_pH[1,5,3] 0.684 0.282 0.303 0.636 1.285
beta4_pH[2,5,3] 0.851 0.212 0.541 0.821 1.261
beta4_pH[3,5,3] 0.909 0.271 0.517 0.868 1.463
beta4_pH[4,5,3] 0.811 0.273 0.433 0.766 1.350
beta4_pH[5,5,3] 0.667 0.553 0.084 0.476 2.001
beta4_pH[6,5,3] 1.890 1.660 0.235 1.343 6.609
beta4_pH[7,5,3] 1.106 0.617 0.348 0.951 2.506
beta4_pH[8,5,3] 0.763 0.431 0.224 0.672 1.721
beta4_pH[9,5,3] 0.938 0.551 0.278 0.788 2.217
beta4_pH[10,5,3] 0.718 0.274 0.344 0.668 1.277
beta4_pH[11,5,3] 0.698 0.250 0.352 0.657 1.198
beta4_pH[12,5,3] 0.935 0.377 0.439 0.853 1.743
beta4_pH[13,5,3] 0.743 0.266 0.381 0.701 1.291
beta4_pH[14,5,3] 1.024 0.338 0.561 0.963 1.708
beta4_pH[15,5,3] 0.928 0.271 0.539 0.889 1.442
beta4_pH[16,5,3] 0.906 0.360 0.422 0.832 1.657
beta4_pH[1,6,3] 0.683 0.284 0.305 0.634 1.279
beta4_pH[2,6,3] 0.850 0.216 0.544 0.820 1.259
beta4_pH[3,6,3] 0.903 0.274 0.512 0.860 1.472
beta4_pH[4,6,3] 0.810 0.265 0.429 0.776 1.340
beta4_pH[5,6,3] 0.654 0.536 0.085 0.482 1.994
beta4_pH[6,6,3] 1.874 1.671 0.229 1.319 6.534
beta4_pH[7,6,3] 1.109 0.610 0.348 0.972 2.488
beta4_pH[8,6,3] 0.758 0.430 0.226 0.658 1.729
beta4_pH[9,6,3] 0.932 0.546 0.275 0.788 2.215
beta4_pH[10,6,3] 0.726 0.277 0.346 0.686 1.292
beta4_pH[11,6,3] 0.691 0.248 0.351 0.647 1.187
beta4_pH[12,6,3] 0.934 0.376 0.440 0.852 1.718
beta4_pH[13,6,3] 0.748 0.268 0.380 0.699 1.289
beta4_pH[14,6,3] 1.016 0.337 0.559 0.955 1.693
beta4_pH[15,6,3] 0.922 0.268 0.536 0.886 1.441
beta4_pH[16,6,3] 0.889 0.354 0.418 0.818 1.650
beta4_pH[1,7,3] 0.702 0.290 0.307 0.653 1.278
beta4_pH[2,7,3] 0.856 0.213 0.548 0.827 1.262
beta4_pH[3,7,3] 0.905 0.270 0.516 0.862 1.472
beta4_pH[4,7,3] 0.809 0.272 0.432 0.765 1.347
beta4_pH[5,7,3] 0.672 0.547 0.085 0.492 1.977
beta4_pH[6,7,3] 1.930 1.697 0.230 1.377 6.662
beta4_pH[7,7,3] 1.106 0.617 0.347 0.955 2.471
beta4_pH[8,7,3] 0.752 0.427 0.226 0.651 1.721
beta4_pH[9,7,3] 0.922 0.539 0.277 0.785 2.197
beta4_pH[10,7,3] 0.722 0.273 0.348 0.672 1.282
beta4_pH[11,7,3] 0.687 0.245 0.353 0.641 1.186
beta4_pH[12,7,3] 0.928 0.371 0.440 0.848 1.720
beta4_pH[13,7,3] 0.755 0.270 0.378 0.710 1.298
beta4_pH[14,7,3] 1.020 0.336 0.563 0.960 1.702
beta4_pH[15,7,3] 0.924 0.272 0.537 0.880 1.448
beta4_pH[16,7,3] 0.901 0.358 0.421 0.834 1.662
beta4_pH[1,8,3] 0.686 0.286 0.304 0.634 1.276
beta4_pH[2,8,3] 0.856 0.215 0.545 0.829 1.262
beta4_pH[3,8,3] 0.905 0.271 0.517 0.866 1.463
beta4_pH[4,8,3] 0.801 0.273 0.428 0.747 1.341
beta4_pH[5,8,3] 0.672 0.538 0.085 0.513 1.999
beta4_pH[6,8,3] 1.938 1.719 0.231 1.356 6.632
beta4_pH[7,8,3] 1.110 0.606 0.347 0.978 2.496
beta4_pH[8,8,3] 0.758 0.430 0.225 0.664 1.720
beta4_pH[9,8,3] 0.933 0.547 0.273 0.787 2.196
beta4_pH[10,8,3] 0.721 0.280 0.344 0.672 1.293
beta4_pH[11,8,3] 0.686 0.247 0.352 0.643 1.191
beta4_pH[12,8,3] 0.935 0.383 0.438 0.839 1.743
beta4_pH[13,8,3] 0.745 0.267 0.378 0.698 1.288
beta4_pH[14,8,3] 1.033 0.335 0.562 0.980 1.700
beta4_pH[15,8,3] 0.924 0.262 0.541 0.894 1.442
beta4_pH[16,8,3] 0.894 0.356 0.420 0.819 1.648
beta4_pH[1,9,3] 0.691 0.281 0.304 0.650 1.277
beta4_pH[2,9,3] 0.850 0.212 0.545 0.823 1.265
beta4_pH[3,9,3] 0.910 0.279 0.512 0.858 1.474
beta4_pH[4,9,3] 0.812 0.277 0.430 0.762 1.351
beta4_pH[5,9,3] 0.658 0.539 0.084 0.494 1.970
beta4_pH[6,9,3] 1.934 1.739 0.228 1.347 6.741
beta4_pH[7,9,3] 1.089 0.609 0.346 0.928 2.476
beta4_pH[8,9,3] 0.757 0.425 0.227 0.660 1.729
beta4_pH[9,9,3] 0.933 0.541 0.275 0.796 2.197
beta4_pH[10,9,3] 0.730 0.279 0.346 0.678 1.294
beta4_pH[11,9,3] 0.687 0.246 0.353 0.639 1.191
beta4_pH[12,9,3] 0.921 0.378 0.437 0.831 1.714
beta4_pH[13,9,3] 0.748 0.265 0.382 0.704 1.290
beta4_pH[14,9,3] 1.024 0.336 0.559 0.960 1.693
beta4_pH[15,9,3] 0.924 0.269 0.539 0.883 1.445
beta4_pH[16,9,3] 0.897 0.356 0.420 0.825 1.657
beta4_pH[1,10,3] 0.690 0.282 0.305 0.638 1.279
beta4_pH[2,10,3] 0.856 0.215 0.543 0.833 1.261
beta4_pH[3,10,3] 0.907 0.273 0.514 0.864 1.469
beta4_pH[4,10,3] 0.809 0.272 0.431 0.767 1.346
beta4_pH[5,10,3] 0.650 0.539 0.086 0.465 1.959
beta4_pH[6,10,3] 1.942 1.752 0.237 1.350 6.726
beta4_pH[7,10,3] 1.076 0.611 0.347 0.909 2.482
beta4_pH[8,10,3] 0.770 0.432 0.225 0.677 1.743
beta4_pH[9,10,3] 0.921 0.550 0.275 0.776 2.204
beta4_pH[10,10,3] 0.721 0.278 0.347 0.670 1.297
beta4_pH[11,10,3] 0.697 0.247 0.353 0.656 1.193
beta4_pH[12,10,3] 0.926 0.372 0.439 0.850 1.728
beta4_pH[13,10,3] 0.744 0.267 0.381 0.690 1.287
beta4_pH[14,10,3] 1.026 0.332 0.562 0.973 1.691
beta4_pH[15,10,3] 0.919 0.269 0.535 0.876 1.442
beta4_pH[16,10,3] 0.895 0.358 0.421 0.828 1.647
beta4_pH[1,11,3] 0.689 0.282 0.304 0.637 1.282
beta4_pH[2,11,3] 0.862 0.214 0.547 0.840 1.264
beta4_pH[3,11,3] 0.902 0.269 0.513 0.861 1.467
beta4_pH[4,11,3] 0.816 0.272 0.429 0.778 1.342
beta4_pH[5,11,3] 0.664 0.544 0.085 0.498 1.973
beta4_pH[6,11,3] 1.909 1.671 0.233 1.373 6.452
beta4_pH[7,11,3] 1.077 0.598 0.345 0.948 2.490
beta4_pH[8,11,3] 0.770 0.430 0.228 0.673 1.721
beta4_pH[9,11,3] 0.935 0.549 0.274 0.792 2.224
beta4_pH[10,11,3] 0.720 0.276 0.346 0.674 1.291
beta4_pH[11,11,3] 0.683 0.245 0.351 0.636 1.186
beta4_pH[12,11,3] 0.915 0.369 0.436 0.825 1.719
beta4_pH[13,11,3] 0.746 0.272 0.376 0.701 1.293
beta4_pH[14,11,3] 1.035 0.342 0.562 0.984 1.714
beta4_pH[15,11,3] 0.919 0.274 0.534 0.877 1.446
beta4_pH[16,11,3] 0.905 0.365 0.421 0.832 1.660
beta4_pH[1,12,3] 0.700 0.286 0.306 0.652 1.294
beta4_pH[2,12,3] 0.850 0.211 0.547 0.825 1.256
beta4_pH[3,12,3] 0.915 0.275 0.515 0.872 1.473
beta4_pH[4,12,3] 0.801 0.264 0.430 0.766 1.342
beta4_pH[5,12,3] 0.639 0.531 0.083 0.482 1.950
beta4_pH[6,12,3] 1.932 1.706 0.227 1.366 6.535
beta4_pH[7,12,3] 1.105 0.609 0.348 0.958 2.462
beta4_pH[8,12,3] 0.747 0.419 0.229 0.652 1.715
beta4_pH[9,12,3] 0.918 0.531 0.274 0.784 2.177
beta4_pH[10,12,3] 0.718 0.274 0.345 0.675 1.281
beta4_pH[11,12,3] 0.692 0.247 0.351 0.654 1.194
beta4_pH[12,12,3] 0.930 0.380 0.438 0.846 1.732
beta4_pH[13,12,3] 0.745 0.269 0.380 0.690 1.297
beta4_pH[14,12,3] 1.022 0.335 0.564 0.962 1.694
beta4_pH[15,12,3] 0.920 0.266 0.538 0.877 1.439
beta4_pH[16,12,3] 0.901 0.363 0.419 0.835 1.663
beta4_pH[1,13,3] 0.685 0.285 0.304 0.629 1.277
beta4_pH[2,13,3] 0.850 0.215 0.545 0.820 1.260
beta4_pH[3,13,3] 0.909 0.274 0.517 0.869 1.474
beta4_pH[4,13,3] 0.805 0.271 0.430 0.763 1.349
beta4_pH[5,13,3] 0.646 0.540 0.084 0.476 1.972
beta4_pH[6,13,3] 1.850 1.663 0.229 1.315 6.471
beta4_pH[7,13,3] 1.100 0.623 0.350 0.935 2.540
beta4_pH[8,13,3] 0.748 0.427 0.228 0.643 1.727
beta4_pH[9,13,3] 0.919 0.543 0.274 0.770 2.195
beta4_pH[10,13,3] 0.733 0.277 0.345 0.687 1.286
beta4_pH[11,13,3] 0.686 0.247 0.349 0.637 1.201
beta4_pH[12,13,3] 0.919 0.372 0.433 0.833 1.719
beta4_pH[13,13,3] 0.753 0.274 0.378 0.705 1.299
beta4_pH[14,13,3] 1.025 0.339 0.563 0.964 1.700
beta4_pH[15,13,3] 0.917 0.269 0.537 0.874 1.445
beta4_pH[16,13,3] 0.904 0.361 0.418 0.839 1.636
beta4_pH[1,14,3] 0.688 0.286 0.305 0.649 1.284
beta4_pH[2,14,3] 0.854 0.216 0.544 0.827 1.267
beta4_pH[3,14,3] 0.866 0.263 0.512 0.815 1.450
beta4_pH[4,14,3] 0.803 0.273 0.429 0.749 1.344
beta4_pH[5,14,3] 0.678 0.551 0.085 0.516 2.012
beta4_pH[6,14,3] 1.956 1.717 0.235 1.401 6.616
beta4_pH[7,14,3] 1.088 0.614 0.349 0.923 2.489
beta4_pH[8,14,3] 0.756 0.433 0.225 0.651 1.718
beta4_pH[9,14,3] 0.932 0.537 0.277 0.790 2.173
beta4_pH[10,14,3] 0.716 0.278 0.345 0.664 1.292
beta4_pH[11,14,3] 0.691 0.246 0.353 0.649 1.197
beta4_pH[12,14,3] 0.935 0.377 0.439 0.841 1.725
beta4_pH[13,14,3] 0.756 0.265 0.381 0.720 1.284
beta4_pH[14,14,3] 1.035 0.335 0.561 0.979 1.701
beta4_pH[15,14,3] 0.901 0.261 0.538 0.852 1.434
beta4_pH[16,14,3] 0.910 0.361 0.419 0.849 1.653
beta4_pH[1,15,3] 0.688 0.282 0.309 0.641 1.278
beta4_pH[2,15,3] 0.854 0.216 0.541 0.829 1.252
beta4_pH[3,15,3] 0.955 0.270 0.525 0.919 1.479
beta4_pH[4,15,3] 0.809 0.269 0.428 0.765 1.348
beta4_pH[5,15,3] 0.664 0.544 0.083 0.497 1.989
beta4_pH[6,15,3] 1.926 1.720 0.227 1.370 6.718
beta4_pH[7,15,3] 1.109 0.619 0.346 0.956 2.482
beta4_pH[8,15,3] 0.751 0.424 0.227 0.648 1.712
beta4_pH[9,15,3] 0.928 0.544 0.277 0.783 2.180
beta4_pH[10,15,3] 0.731 0.276 0.349 0.689 1.296
beta4_pH[11,15,3] 0.708 0.248 0.354 0.676 1.193
beta4_pH[12,15,3] 0.924 0.375 0.436 0.842 1.730
beta4_pH[13,15,3] 0.803 0.275 0.389 0.777 1.299
beta4_pH[14,15,3] 1.028 0.335 0.562 0.979 1.703
beta4_pH[15,15,3] 0.955 0.269 0.540 0.931 1.447
beta4_pH[16,15,3] 0.905 0.362 0.419 0.835 1.664
beta4_pH[1,16,3] 0.684 0.281 0.305 0.632 1.278
beta4_pH[2,16,3] 0.860 0.216 0.543 0.834 1.261
beta4_pH[3,16,3] 0.943 0.272 0.522 0.906 1.470
beta4_pH[4,16,3] 0.815 0.271 0.433 0.779 1.346
beta4_pH[5,16,3] 0.664 0.541 0.086 0.495 1.969
beta4_pH[6,16,3] 1.913 1.700 0.234 1.335 6.685
beta4_pH[7,16,3] 1.120 0.628 0.347 0.953 2.491
beta4_pH[8,16,3] 0.758 0.433 0.226 0.660 1.730
beta4_pH[9,16,3] 0.933 0.538 0.276 0.792 2.185
beta4_pH[10,16,3] 0.722 0.275 0.348 0.678 1.297
beta4_pH[11,16,3] 0.692 0.252 0.353 0.645 1.198
beta4_pH[12,16,3] 0.924 0.378 0.438 0.842 1.718
beta4_pH[13,16,3] 0.757 0.268 0.380 0.709 1.301
beta4_pH[14,16,3] 1.016 0.331 0.560 0.960 1.694
beta4_pH[15,16,3] 0.916 0.265 0.538 0.878 1.434
beta4_pH[16,16,3] 0.901 0.358 0.420 0.834 1.657
beta4_pH[1,17,3] 0.692 0.286 0.304 0.648 1.285
beta4_pH[2,17,3] 0.852 0.214 0.544 0.823 1.259
beta4_pH[3,17,3] 0.938 0.276 0.520 0.909 1.482
beta4_pH[4,17,3] 0.809 0.269 0.431 0.766 1.339
beta4_pH[5,17,3] 0.661 0.550 0.084 0.487 1.990
beta4_pH[6,17,3] 1.864 1.718 0.228 1.283 6.649
beta4_pH[7,17,3] 1.115 0.622 0.350 0.957 2.502
beta4_pH[8,17,3] 0.771 0.435 0.228 0.671 1.733
beta4_pH[9,17,3] 0.919 0.537 0.276 0.782 2.177
beta4_pH[10,17,3] 0.718 0.272 0.347 0.676 1.274
beta4_pH[11,17,3] 0.686 0.244 0.352 0.640 1.179
beta4_pH[12,17,3] 0.929 0.376 0.437 0.845 1.724
beta4_pH[13,17,3] 0.746 0.269 0.380 0.699 1.291
beta4_pH[14,17,3] 1.028 0.340 0.562 0.970 1.705
beta4_pH[15,17,3] 0.901 0.260 0.535 0.858 1.432
beta4_pH[16,17,3] 0.871 0.354 0.417 0.793 1.635
beta4_pH[1,18,3] 0.690 0.285 0.305 0.635 1.285
beta4_pH[2,18,3] 0.849 0.214 0.545 0.817 1.264
beta4_pH[3,18,3] 0.904 0.270 0.514 0.859 1.466
beta4_pH[4,18,3] 0.798 0.271 0.428 0.756 1.339
beta4_pH[5,18,3] 0.683 0.560 0.083 0.500 2.038
beta4_pH[6,18,3] 1.985 1.716 0.240 1.440 6.626
beta4_pH[7,18,3] 1.104 0.612 0.345 0.950 2.488
beta4_pH[8,18,3] 0.758 0.437 0.228 0.655 1.740
beta4_pH[9,18,3] 0.933 0.543 0.272 0.796 2.180
beta4_pH[10,18,3] 0.729 0.276 0.347 0.684 1.288
beta4_pH[11,18,3] 0.683 0.247 0.350 0.637 1.192
beta4_pH[12,18,3] 0.927 0.376 0.436 0.849 1.715
beta4_pH[13,18,3] 0.748 0.273 0.379 0.697 1.294
beta4_pH[14,18,3] 1.035 0.333 0.563 0.975 1.706
beta4_pH[15,18,3] 0.921 0.265 0.538 0.886 1.434
beta4_pH[16,18,3] 0.885 0.358 0.418 0.803 1.649
beta4_pH[1,19,3] 0.693 0.285 0.306 0.638 1.290
beta4_pH[2,19,3] 0.859 0.216 0.546 0.825 1.257
beta4_pH[3,19,3] 0.908 0.269 0.519 0.861 1.457
beta4_pH[4,19,3] 0.813 0.272 0.430 0.780 1.348
beta4_pH[5,19,3] 0.658 0.542 0.083 0.482 1.987
beta4_pH[6,19,3] 1.922 1.713 0.231 1.347 6.609
beta4_pH[7,19,3] 1.116 0.615 0.352 0.978 2.492
beta4_pH[8,19,3] 0.755 0.428 0.228 0.651 1.744
beta4_pH[9,19,3] 0.936 0.545 0.280 0.793 2.187
beta4_pH[10,19,3] 0.728 0.277 0.344 0.678 1.286
beta4_pH[11,19,3] 0.682 0.245 0.352 0.637 1.192
beta4_pH[12,19,3] 0.938 0.376 0.441 0.854 1.723
beta4_pH[13,19,3] 0.748 0.265 0.380 0.706 1.285
beta4_pH[14,19,3] 1.019 0.333 0.556 0.968 1.689
beta4_pH[15,19,3] 0.928 0.267 0.539 0.893 1.444
beta4_pH[16,19,3] 0.888 0.361 0.418 0.811 1.651
beta4_pH[1,20,3] 0.691 0.285 0.307 0.638 1.289
beta4_pH[2,20,3] 0.848 0.214 0.543 0.819 1.255
beta4_pH[3,20,3] 0.956 0.262 0.532 0.929 1.479
beta4_pH[4,20,3] 0.810 0.273 0.431 0.760 1.355
beta4_pH[5,20,3] 0.653 0.535 0.086 0.489 1.959
beta4_pH[6,20,3] 1.939 1.716 0.234 1.371 6.641
beta4_pH[7,20,3] 1.117 0.626 0.350 0.965 2.508
beta4_pH[8,20,3] 0.749 0.419 0.226 0.652 1.687
beta4_pH[9,20,3] 0.930 0.550 0.275 0.776 2.177
beta4_pH[10,20,3] 0.714 0.276 0.343 0.663 1.287
beta4_pH[11,20,3] 0.681 0.247 0.351 0.633 1.189
beta4_pH[12,20,3] 0.932 0.383 0.437 0.842 1.730
beta4_pH[13,20,3] 0.751 0.266 0.380 0.712 1.289
beta4_pH[14,20,3] 1.029 0.330 0.565 0.980 1.686
beta4_pH[15,20,3] 0.913 0.264 0.535 0.864 1.442
beta4_pH[16,20,3] 0.895 0.357 0.419 0.813 1.643
beta4_pH[1,21,3] 0.691 0.283 0.304 0.647 1.280
beta4_pH[2,21,3] 0.856 0.215 0.545 0.829 1.257
beta4_pH[3,21,3] 0.928 0.265 0.523 0.893 1.472
beta4_pH[4,21,3] 0.797 0.268 0.427 0.754 1.337
beta4_pH[5,21,3] 0.657 0.536 0.087 0.499 1.976
beta4_pH[6,21,3] 1.890 1.654 0.234 1.335 6.350
beta4_pH[7,21,3] 1.089 0.605 0.347 0.940 2.484
beta4_pH[8,21,3] 0.762 0.425 0.229 0.671 1.720
beta4_pH[9,21,3] 0.927 0.544 0.273 0.779 2.169
beta4_pH[10,21,3] 0.732 0.277 0.346 0.686 1.289
beta4_pH[11,21,3] 0.688 0.248 0.351 0.641 1.192
beta4_pH[12,21,3] 0.930 0.375 0.438 0.848 1.724
beta4_pH[13,21,3] 0.748 0.269 0.381 0.696 1.285
beta4_pH[14,21,3] 1.028 0.335 0.563 0.978 1.694
beta4_pH[15,21,3] 0.908 0.264 0.539 0.867 1.430
beta4_pH[16,21,3] 0.901 0.358 0.419 0.828 1.652
beta4_pH[1,22,3] 0.689 0.287 0.304 0.641 1.285
beta4_pH[2,22,3] 0.846 0.216 0.545 0.810 1.258
beta4_pH[3,22,3] 0.878 0.263 0.512 0.828 1.453
beta4_pH[4,22,3] 0.812 0.269 0.433 0.773 1.349
beta4_pH[5,22,3] 0.657 0.543 0.083 0.489 2.003
beta4_pH[6,22,3] 1.978 1.760 0.229 1.404 6.832
beta4_pH[7,22,3] 1.100 0.623 0.349 0.936 2.503
beta4_pH[8,22,3] 0.758 0.434 0.226 0.664 1.722
beta4_pH[9,22,3] 0.932 0.548 0.278 0.776 2.198
beta4_pH[10,22,3] 0.729 0.278 0.347 0.688 1.298
beta4_pH[11,22,3] 0.686 0.244 0.354 0.643 1.185
beta4_pH[12,22,3] 0.918 0.375 0.435 0.831 1.715
beta4_pH[13,22,3] 0.761 0.274 0.381 0.715 1.296
beta4_pH[14,22,3] 1.029 0.339 0.561 0.967 1.690
beta4_pH[15,22,3] 0.911 0.262 0.537 0.870 1.439
beta4_pH[16,22,3] 0.887 0.354 0.422 0.816 1.648
beta4_pH[1,23,3] 0.683 0.284 0.304 0.638 1.275
beta4_pH[2,23,3] 0.865 0.217 0.547 0.838 1.266
beta4_pH[3,23,3] 0.953 0.274 0.525 0.919 1.476
beta4_pH[4,23,3] 0.815 0.271 0.430 0.771 1.345
beta4_pH[5,23,3] 0.648 0.537 0.083 0.480 1.956
beta4_pH[6,23,3] 1.931 1.682 0.227 1.401 6.494
beta4_pH[7,23,3] 1.102 0.621 0.353 0.942 2.502
beta4_pH[8,23,3] 0.760 0.432 0.227 0.670 1.730
beta4_pH[9,23,3] 0.928 0.542 0.274 0.780 2.200
beta4_pH[10,23,3] 0.719 0.273 0.345 0.670 1.284
beta4_pH[11,23,3] 0.683 0.245 0.352 0.633 1.190
beta4_pH[12,23,3] 0.926 0.375 0.439 0.847 1.734
beta4_pH[13,23,3] 0.738 0.266 0.378 0.690 1.280
beta4_pH[14,23,3] 1.022 0.335 0.563 0.972 1.687
beta4_pH[15,23,3] 0.909 0.262 0.537 0.866 1.435
beta4_pH[16,23,3] 0.873 0.353 0.421 0.793 1.647
beta4_pH[1,24,3] 0.697 0.286 0.306 0.652 1.296
beta4_pH[2,24,3] 0.856 0.216 0.543 0.834 1.263
beta4_pH[3,24,3] 0.915 0.264 0.524 0.868 1.462
beta4_pH[4,24,3] 0.813 0.270 0.432 0.779 1.344
beta4_pH[5,24,3] 0.660 0.548 0.086 0.478 2.015
beta4_pH[6,24,3] 1.859 1.669 0.230 1.307 6.635
beta4_pH[7,24,3] 1.114 0.622 0.351 0.963 2.502
beta4_pH[8,24,3] 0.767 0.427 0.231 0.674 1.735
beta4_pH[9,24,3] 0.918 0.538 0.277 0.772 2.185
beta4_pH[10,24,3] 0.737 0.282 0.345 0.694 1.293
beta4_pH[11,24,3] 0.682 0.243 0.351 0.634 1.184
beta4_pH[12,24,3] 0.946 0.386 0.439 0.861 1.729
beta4_pH[13,24,3] 0.751 0.269 0.379 0.701 1.297
beta4_pH[14,24,3] 1.035 0.342 0.561 0.970 1.699
beta4_pH[15,24,3] 0.936 0.267 0.541 0.903 1.446
beta4_pH[16,24,3] 0.900 0.362 0.417 0.819 1.663
beta4_pH[1,25,3] 0.697 0.288 0.304 0.646 1.289
beta4_pH[2,25,3] 0.850 0.217 0.542 0.822 1.257
beta4_pH[3,25,3] 0.976 0.274 0.532 0.954 1.480
beta4_pH[4,25,3] 0.806 0.273 0.427 0.754 1.344
beta4_pH[5,25,3] 0.662 0.537 0.084 0.507 1.968
beta4_pH[6,25,3] 1.969 1.709 0.233 1.415 6.465
beta4_pH[7,25,3] 1.114 0.620 0.349 0.960 2.495
beta4_pH[8,25,3] 0.755 0.425 0.226 0.662 1.735
beta4_pH[9,25,3] 0.935 0.549 0.279 0.786 2.192
beta4_pH[10,25,3] 0.719 0.280 0.344 0.664 1.295
beta4_pH[11,25,3] 0.681 0.245 0.351 0.640 1.186
beta4_pH[12,25,3] 0.928 0.376 0.439 0.845 1.724
beta4_pH[13,25,3] 0.768 0.272 0.378 0.729 1.299
beta4_pH[14,25,3] 1.034 0.342 0.562 0.979 1.701
beta4_pH[15,25,3] 0.920 0.267 0.540 0.879 1.445
beta4_pH[16,25,3] 0.907 0.362 0.417 0.839 1.653
beta4_pH[1,26,3] 0.696 0.285 0.308 0.653 1.286
beta4_pH[2,26,3] 0.857 0.213 0.544 0.832 1.260
beta4_pH[3,26,3] 0.915 0.266 0.519 0.878 1.466
beta4_pH[4,26,3] 0.811 0.271 0.431 0.768 1.348
beta4_pH[5,26,3] 0.656 0.543 0.086 0.479 1.952
beta4_pH[6,26,3] 1.893 1.666 0.237 1.355 6.327
beta4_pH[7,26,3] 1.111 0.607 0.350 0.971 2.494
beta4_pH[8,26,3] 0.757 0.430 0.223 0.661 1.717
beta4_pH[9,26,3] 0.923 0.533 0.276 0.793 2.178
beta4_pH[10,26,3] 0.731 0.282 0.346 0.691 1.296
beta4_pH[11,26,3] 0.703 0.245 0.354 0.664 1.191
beta4_pH[12,26,3] 0.935 0.379 0.438 0.848 1.734
beta4_pH[13,26,3] 0.776 0.272 0.380 0.734 1.298
beta4_pH[14,26,3] 1.039 0.341 0.561 0.986 1.710
beta4_pH[15,26,3] 0.938 0.272 0.540 0.898 1.449
beta4_pH[16,26,3] 0.920 0.362 0.425 0.845 1.665
beta4_pH[1,27,3] 0.696 0.289 0.305 0.647 1.276
beta4_pH[2,27,3] 0.858 0.217 0.545 0.828 1.266
beta4_pH[3,27,3] 0.975 0.267 0.534 0.947 1.480
beta4_pH[4,27,3] 0.807 0.276 0.431 0.758 1.356
beta4_pH[5,27,3] 0.680 0.550 0.084 0.503 1.997
beta4_pH[6,27,3] 1.931 1.716 0.226 1.365 6.644
beta4_pH[7,27,3] 1.087 0.613 0.347 0.934 2.502
beta4_pH[8,27,3] 0.781 0.436 0.227 0.685 1.728
beta4_pH[9,27,3] 0.924 0.541 0.274 0.783 2.187
beta4_pH[10,27,3] 0.721 0.281 0.344 0.671 1.296
beta4_pH[11,27,3] 0.697 0.249 0.351 0.660 1.192
beta4_pH[12,27,3] 0.923 0.372 0.434 0.841 1.726
beta4_pH[13,27,3] 0.791 0.277 0.389 0.754 1.304
beta4_pH[14,27,3] 1.033 0.342 0.561 0.979 1.711
beta4_pH[15,27,3] 0.962 0.271 0.539 0.938 1.451
beta4_pH[16,27,3] 0.923 0.365 0.422 0.858 1.646
beta4_pH[1,28,3] 0.687 0.283 0.308 0.635 1.287
beta4_pH[2,28,3] 0.853 0.218 0.544 0.823 1.270
beta4_pH[3,28,3] 0.799 0.240 0.507 0.749 1.404
beta4_pH[4,28,3] 0.809 0.270 0.429 0.767 1.346
beta4_pH[5,28,3] 0.631 0.527 0.082 0.463 1.969
beta4_pH[6,28,3] 1.939 1.732 0.224 1.344 6.622
beta4_pH[7,28,3] 1.102 0.605 0.345 0.956 2.478
beta4_pH[8,28,3] 0.754 0.428 0.225 0.659 1.723
beta4_pH[9,28,3] 0.908 0.534 0.275 0.761 2.168
beta4_pH[10,28,3] 0.731 0.279 0.347 0.687 1.283
beta4_pH[11,28,3] 0.686 0.247 0.351 0.640 1.190
beta4_pH[12,28,3] 0.933 0.381 0.437 0.844 1.740
beta4_pH[13,28,3] 0.727 0.263 0.380 0.671 1.291
beta4_pH[14,28,3] 1.040 0.337 0.564 0.993 1.704
beta4_pH[15,28,3] 0.855 0.248 0.533 0.802 1.411
beta4_pH[16,28,3] 0.883 0.359 0.418 0.814 1.662
beta4_pH[1,29,3] 0.694 0.288 0.305 0.639 1.291
beta4_pH[2,29,3] 0.872 0.218 0.545 0.850 1.268
beta4_pH[3,29,3] 0.930 0.268 0.522 0.893 1.468
beta4_pH[4,29,3] 0.803 0.270 0.430 0.763 1.342
beta4_pH[5,29,3] 0.653 0.542 0.085 0.481 1.996
beta4_pH[6,29,3] 1.952 1.735 0.237 1.378 6.729
beta4_pH[7,29,3] 1.100 0.612 0.351 0.955 2.492
beta4_pH[8,29,3] 0.770 0.433 0.224 0.668 1.747
beta4_pH[9,29,3] 0.944 0.557 0.277 0.797 2.212
beta4_pH[10,29,3] 0.728 0.279 0.345 0.683 1.297
beta4_pH[11,29,3] 0.692 0.248 0.351 0.641 1.191
beta4_pH[12,29,3] 0.929 0.375 0.436 0.840 1.734
beta4_pH[13,29,3] 0.768 0.272 0.380 0.737 1.291
beta4_pH[14,29,3] 1.025 0.341 0.566 0.961 1.704
beta4_pH[15,29,3] 0.934 0.266 0.538 0.902 1.443
beta4_pH[16,29,3] 0.912 0.363 0.420 0.844 1.649
beta4_pH[1,30,3] 0.700 0.282 0.311 0.654 1.281
beta4_pH[2,30,3] 0.859 0.217 0.542 0.833 1.266
beta4_pH[3,30,3] 0.910 0.274 0.513 0.873 1.466
beta4_pH[4,30,3] 0.810 0.269 0.429 0.773 1.345
beta4_pH[5,30,3] 0.654 0.545 0.083 0.469 1.991
beta4_pH[6,30,3] 1.906 1.711 0.229 1.341 6.682
beta4_pH[7,30,3] 1.100 0.621 0.345 0.958 2.502
beta4_pH[8,30,3] 0.768 0.434 0.227 0.663 1.730
beta4_pH[9,30,3] 0.917 0.542 0.276 0.762 2.182
beta4_pH[10,30,3] 0.733 0.276 0.347 0.687 1.291
beta4_pH[11,30,3] 0.673 0.241 0.351 0.625 1.182
beta4_pH[12,30,3] 0.921 0.374 0.440 0.834 1.726
beta4_pH[13,30,3] 0.767 0.267 0.378 0.729 1.293
beta4_pH[14,30,3] 1.022 0.339 0.558 0.960 1.707
beta4_pH[15,30,3] 0.902 0.259 0.538 0.858 1.439
beta4_pH[16,30,3] 0.859 0.347 0.417 0.782 1.629
beta4_pH[1,31,3] 0.685 0.280 0.306 0.636 1.273
beta4_pH[2,31,3] 0.856 0.216 0.544 0.826 1.263
beta4_pH[3,31,3] 0.888 0.265 0.515 0.844 1.458
beta4_pH[4,31,3] 0.805 0.269 0.433 0.769 1.340
beta4_pH[5,31,3] 0.626 0.522 0.084 0.459 1.919
beta4_pH[6,31,3] 1.905 1.753 0.237 1.315 6.768
beta4_pH[7,31,3] 1.100 0.617 0.350 0.939 2.510
beta4_pH[8,31,3] 0.769 0.439 0.225 0.668 1.732
beta4_pH[9,31,3] 0.922 0.533 0.276 0.781 2.161
beta4_pH[10,31,3] 0.734 0.283 0.342 0.688 1.294
beta4_pH[11,31,3] 0.681 0.243 0.353 0.633 1.183
beta4_pH[12,31,3] 0.933 0.378 0.440 0.855 1.725
beta4_pH[13,31,3] 0.683 0.250 0.375 0.620 1.265
beta4_pH[14,31,3] 1.035 0.333 0.561 0.990 1.692
beta4_pH[15,31,3] 0.887 0.258 0.537 0.840 1.425
beta4_pH[16,31,3] 0.868 0.352 0.417 0.788 1.637
beta4_pH[1,32,3] 0.700 0.289 0.307 0.650 1.295
beta4_pH[2,32,3] 0.846 0.210 0.542 0.815 1.256
beta4_pH[3,32,3] 0.888 0.266 0.513 0.848 1.458
beta4_pH[4,32,3] 0.802 0.268 0.430 0.758 1.344
beta4_pH[5,32,3] 0.653 0.538 0.084 0.481 1.989
beta4_pH[6,32,3] 1.906 1.713 0.239 1.322 6.444
beta4_pH[7,32,3] 1.104 0.626 0.348 0.938 2.510
beta4_pH[8,32,3] 0.772 0.430 0.225 0.685 1.725
beta4_pH[9,32,3] 0.930 0.542 0.276 0.780 2.176
beta4_pH[10,32,3] 0.724 0.276 0.346 0.673 1.283
beta4_pH[11,32,3] 0.666 0.240 0.350 0.610 1.175
beta4_pH[12,32,3] 0.925 0.375 0.441 0.840 1.742
beta4_pH[13,32,3] 0.751 0.267 0.381 0.705 1.296
beta4_pH[14,32,3] 1.034 0.332 0.567 0.982 1.692
beta4_pH[15,32,3] 0.863 0.249 0.537 0.809 1.410
beta4_pH[16,32,3] 0.892 0.363 0.422 0.809 1.648
beta4_pH[1,33,3] 0.695 0.287 0.307 0.648 1.288
beta4_pH[2,33,3] 0.834 0.215 0.541 0.795 1.260
beta4_pH[3,33,3] 0.870 0.254 0.515 0.827 1.450
beta4_pH[4,33,3] 0.808 0.270 0.432 0.763 1.345
beta4_pH[5,33,3] 0.658 0.536 0.085 0.486 1.989
beta4_pH[6,33,3] 1.844 1.652 0.225 1.297 6.453
beta4_pH[7,33,3] 1.101 0.618 0.349 0.953 2.493
beta4_pH[8,33,3] 0.756 0.421 0.228 0.671 1.708
beta4_pH[9,33,3] 0.905 0.526 0.274 0.773 2.158
beta4_pH[10,33,3] 0.719 0.273 0.344 0.674 1.292
beta4_pH[11,33,3] 0.654 0.242 0.347 0.599 1.179
beta4_pH[12,33,3] 0.927 0.375 0.438 0.842 1.714
beta4_pH[13,33,3] 0.702 0.252 0.377 0.652 1.271
beta4_pH[14,33,3] 1.032 0.336 0.565 0.978 1.698
beta4_pH[15,33,3] 0.845 0.240 0.534 0.794 1.382
beta4_pH[16,33,3] 0.844 0.347 0.416 0.758 1.625
beta4_pH[1,34,3] 0.683 0.282 0.306 0.629 1.262
beta4_pH[2,34,3] 0.834 0.213 0.540 0.799 1.252
beta4_pH[3,34,3] 0.870 0.257 0.513 0.824 1.456
beta4_pH[4,34,3] 0.809 0.272 0.429 0.768 1.341
beta4_pH[5,34,3] 0.653 0.539 0.085 0.481 1.961
beta4_pH[6,34,3] 1.874 1.699 0.228 1.308 6.578
beta4_pH[7,34,3] 1.119 0.630 0.347 0.960 2.520
beta4_pH[8,34,3] 0.768 0.433 0.224 0.673 1.757
beta4_pH[9,34,3] 0.927 0.543 0.276 0.782 2.187
beta4_pH[10,34,3] 0.720 0.276 0.348 0.673 1.297
beta4_pH[11,34,3] 0.658 0.242 0.347 0.600 1.177
beta4_pH[12,34,3] 0.901 0.374 0.435 0.806 1.728
beta4_pH[13,34,3] 0.728 0.259 0.380 0.673 1.279
beta4_pH[14,34,3] 1.021 0.335 0.557 0.966 1.698
beta4_pH[15,34,3] 0.869 0.252 0.537 0.821 1.426
beta4_pH[16,34,3] 0.843 0.347 0.417 0.757 1.619
beta4_pH[1,35,3] 0.411 0.142 0.204 0.390 0.761
beta4_pH[2,35,3] 0.782 0.085 0.625 0.779 0.967
beta4_pH[3,35,3] 1.036 0.161 0.760 1.022 1.392
beta4_pH[4,35,3] 0.589 0.220 0.272 0.554 1.113
beta4_pH[5,35,3] 0.125 0.093 0.028 0.099 0.374
beta4_pH[6,35,3] 0.755 0.661 0.124 0.568 2.533
beta4_pH[7,35,3] 2.275 1.807 0.417 1.774 6.949
beta4_pH[8,35,3] 0.519 0.261 0.181 0.466 1.183
beta4_pH[9,35,3] 0.604 0.555 0.099 0.442 2.132
beta4_pH[10,35,3] 0.628 0.133 0.404 0.618 0.923
beta4_pH[11,35,3] 0.752 0.199 0.445 0.730 1.214
beta4_pH[12,35,3] 1.386 0.929 0.363 1.160 3.648
beta4_pH[13,35,3] 0.723 0.109 0.531 0.715 0.954
beta4_pH[14,35,3] 0.798 0.266 0.400 0.760 1.404
beta4_pH[15,35,3] 0.886 0.119 0.674 0.879 1.134
beta4_pH[16,35,3] 0.570 0.252 0.227 0.519 1.181
beta4_pH[1,36,3] 0.913 0.198 0.585 0.893 1.343
beta4_pH[2,36,3] 0.856 0.112 0.657 0.849 1.089
beta4_pH[3,36,3] 0.886 0.147 0.633 0.872 1.210
beta4_pH[4,36,3] 0.759 0.234 0.401 0.724 1.310
beta4_pH[5,36,3] 0.691 0.838 0.071 0.427 2.917
beta4_pH[6,36,3] 5.850 4.316 0.786 4.661 16.687
beta4_pH[7,36,3] 1.130 0.645 0.347 0.981 2.778
beta4_pH[8,36,3] 0.929 0.397 0.379 0.857 1.931
beta4_pH[9,36,3] 0.535 0.374 0.121 0.441 1.495
beta4_pH[10,36,3] 0.461 0.128 0.266 0.443 0.763
beta4_pH[11,36,3] 0.551 0.106 0.371 0.541 0.784
beta4_pH[12,36,3] 0.832 0.477 0.260 0.726 2.057
beta4_pH[13,36,3] 0.787 0.127 0.565 0.779 1.060
beta4_pH[14,36,3] 1.204 0.461 0.566 1.118 2.331
beta4_pH[15,36,3] 0.962 0.135 0.727 0.953 1.246
beta4_pH[16,36,3] 0.973 0.360 0.446 0.909 1.829
beta4_pH[1,37,3] 0.767 0.178 0.475 0.745 1.162
beta4_pH[2,37,3] 0.771 0.089 0.611 0.766 0.960
beta4_pH[3,37,3] 0.928 0.135 0.689 0.919 1.226
beta4_pH[4,37,3] 0.744 0.227 0.397 0.715 1.269
beta4_pH[5,37,3] 1.089 1.209 0.111 0.718 4.223
beta4_pH[6,37,3] 2.024 1.997 0.258 1.407 7.611
beta4_pH[7,37,3] 1.250 0.841 0.311 1.044 3.401
beta4_pH[8,37,3] 0.956 0.384 0.407 0.890 1.888
beta4_pH[9,37,3] 1.848 2.018 0.215 1.212 7.386
beta4_pH[10,37,3] 0.768 0.153 0.508 0.756 1.118
beta4_pH[11,37,3] 0.835 0.169 0.543 0.819 1.210
beta4_pH[12,37,3] 0.774 0.490 0.200 0.651 2.066
beta4_pH[13,37,3] 0.612 0.092 0.449 0.606 0.812
beta4_pH[14,37,3] 0.994 0.356 0.476 0.932 1.833
beta4_pH[15,37,3] 0.706 0.103 0.524 0.700 0.927
beta4_pH[16,37,3] 0.609 0.189 0.327 0.580 1.059
beta4_pH[1,38,3] 0.733 0.155 0.473 0.717 1.072
beta4_pH[2,38,3] 0.712 0.081 0.568 0.708 0.879
beta4_pH[3,38,3] 0.888 0.149 0.634 0.876 1.223
beta4_pH[4,38,3] 0.901 0.243 0.515 0.869 1.477
beta4_pH[5,38,3] 0.519 0.435 0.096 0.397 1.610
beta4_pH[6,38,3] 1.769 2.038 0.147 1.078 7.565
beta4_pH[7,38,3] 0.508 0.308 0.151 0.432 1.273
beta4_pH[8,38,3] 0.761 0.299 0.332 0.711 1.477
beta4_pH[9,38,3] 1.561 1.081 0.364 1.290 4.326
beta4_pH[10,38,3] 0.719 0.157 0.456 0.705 1.074
beta4_pH[11,38,3] 0.520 0.129 0.313 0.505 0.818
beta4_pH[12,38,3] 0.732 0.501 0.199 0.605 2.027
beta4_pH[13,38,3] 0.898 0.178 0.597 0.882 1.285
beta4_pH[14,38,3] 1.106 0.441 0.482 1.020 2.215
beta4_pH[15,38,3] 0.849 0.095 0.677 0.843 1.050
beta4_pH[16,38,3] 0.860 0.354 0.359 0.796 1.702
beta4_pH[1,39,3] 0.705 0.139 0.473 0.692 1.013
beta4_pH[2,39,3] 0.867 0.104 0.682 0.861 1.087
beta4_pH[3,39,3] 0.853 0.118 0.646 0.845 1.108
beta4_pH[4,39,3] 0.845 0.279 0.431 0.803 1.525
beta4_pH[5,39,3] 1.098 1.199 0.135 0.745 4.269
beta4_pH[6,39,3] 0.469 0.621 0.036 0.282 2.057
beta4_pH[7,39,3] 1.861 1.602 0.292 1.386 6.418
beta4_pH[8,39,3] 1.388 0.754 0.438 1.232 3.342
beta4_pH[9,39,3] 1.994 1.683 0.386 1.518 6.354
beta4_pH[10,39,3] 0.763 0.210 0.437 0.738 1.239
beta4_pH[11,39,3] 0.687 0.175 0.407 0.668 1.095
beta4_pH[12,39,3] 0.779 0.471 0.234 0.670 1.942
beta4_pH[13,39,3] 0.714 0.115 0.519 0.705 0.958
beta4_pH[14,39,3] 0.950 0.361 0.437 0.885 1.795
beta4_pH[15,39,3] 1.003 0.107 0.810 0.996 1.229
beta4_pH[16,39,3] 0.864 0.347 0.377 0.805 1.724
beta4_pH[1,40,3] 0.769 0.139 0.537 0.753 1.082
beta4_pH[2,40,3] 0.762 0.087 0.611 0.756 0.947
beta4_pH[3,40,3] 0.943 0.139 0.701 0.933 1.243
beta4_pH[4,40,3] 0.885 0.207 0.551 0.863 1.369
beta4_pH[5,40,3] 0.319 0.218 0.077 0.261 0.891
beta4_pH[6,40,3] 1.935 2.021 0.232 1.275 7.596
beta4_pH[7,40,3] 1.569 1.372 0.286 1.175 5.228
beta4_pH[8,40,3] 0.352 0.275 0.068 0.277 1.112
beta4_pH[9,40,3] 0.511 0.581 0.073 0.370 1.837
beta4_pH[10,40,3] 0.916 0.244 0.526 0.889 1.479
beta4_pH[11,40,3] 0.462 0.110 0.283 0.447 0.714
beta4_pH[12,40,3] 0.648 0.381 0.183 0.557 1.655
beta4_pH[13,40,3] 0.780 0.120 0.583 0.771 1.039
beta4_pH[14,40,3] 0.752 0.247 0.378 0.711 1.336
beta4_pH[15,40,3] 0.845 0.097 0.667 0.840 1.049
beta4_pH[16,40,3] 1.232 0.539 0.499 1.129 2.564
beta4_pH[1,41,3] 0.609 0.135 0.389 0.594 0.922
beta4_pH[2,41,3] 0.791 0.105 0.605 0.784 1.016
beta4_pH[3,41,3] 0.889 0.143 0.642 0.878 1.192
beta4_pH[4,41,3] 0.856 0.368 0.358 0.782 1.749
beta4_pH[5,41,3] 1.402 0.821 0.427 1.199 3.501
beta4_pH[6,41,3] 3.108 3.095 0.286 2.058 11.852
beta4_pH[7,41,3] 0.828 0.495 0.248 0.716 2.087
beta4_pH[8,41,3] 1.182 0.732 0.343 0.993 3.088
beta4_pH[9,41,3] 0.515 0.583 0.059 0.339 1.992
beta4_pH[10,41,3] 0.778 0.175 0.486 0.756 1.158
beta4_pH[11,41,3] 0.846 0.239 0.473 0.815 1.392
beta4_pH[12,41,3] 0.942 0.450 0.340 0.859 2.069
beta4_pH[13,41,3] 0.692 0.110 0.503 0.684 0.926
beta4_pH[14,41,3] 1.124 0.350 0.589 1.069 1.920
beta4_pH[15,41,3] 0.787 0.099 0.615 0.778 0.999
beta4_pH[16,41,3] 0.999 0.450 0.380 0.917 2.100
beta4_pH[1,42,3] 0.664 0.139 0.428 0.652 0.966
beta4_pH[2,42,3] 0.783 0.098 0.606 0.779 0.990
beta4_pH[3,42,3] 0.809 0.153 0.553 0.797 1.141
beta4_pH[4,42,3] 0.975 0.319 0.499 0.929 1.734
beta4_pH[5,42,3] 1.487 1.627 0.146 0.969 5.937
beta4_pH[6,42,3] 0.337 0.260 0.065 0.268 1.022
beta4_pH[7,42,3] 0.965 0.633 0.259 0.804 2.575
beta4_pH[8,42,3] 0.768 0.324 0.329 0.711 1.572
beta4_pH[9,42,3] 0.792 0.589 0.183 0.636 2.404
beta4_pH[10,42,3] 0.921 0.204 0.585 0.900 1.379
beta4_pH[11,42,3] 0.644 0.139 0.414 0.628 0.950
beta4_pH[12,42,3] 0.855 0.412 0.313 0.767 1.912
beta4_pH[13,42,3] 0.513 0.160 0.266 0.490 0.869
beta4_pH[14,42,3] 0.899 0.317 0.434 0.849 1.638
beta4_pH[15,42,3] 0.927 0.093 0.760 0.923 1.127
beta4_pH[16,42,3] 0.579 0.204 0.278 0.550 1.073
beta4_pH[1,43,3] 0.799 0.195 0.481 0.776 1.248
beta4_pH[2,43,3] 0.753 0.082 0.606 0.749 0.925
beta4_pH[3,43,3] 0.662 0.092 0.493 0.656 0.860
beta4_pH[4,43,3] 0.845 0.278 0.419 0.808 1.469
beta4_pH[5,43,3] 1.598 0.725 0.599 1.458 3.476
beta4_pH[6,43,3] 1.147 0.917 0.228 0.905 3.669
beta4_pH[7,43,3] 0.720 0.597 0.131 0.542 2.355
beta4_pH[8,43,3] 0.640 0.292 0.253 0.580 1.374
beta4_pH[9,43,3] 1.139 1.026 0.179 0.851 3.826
beta4_pH[10,43,3] 0.683 0.149 0.437 0.668 1.022
beta4_pH[11,43,3] 0.646 0.139 0.412 0.632 0.949
beta4_pH[12,43,3] 0.772 0.384 0.269 0.695 1.707
beta4_pH[13,43,3] 0.592 0.120 0.392 0.579 0.859
beta4_pH[14,43,3] 1.107 0.343 0.587 1.061 1.893
beta4_pH[15,43,3] 0.850 0.101 0.673 0.845 1.068
beta4_pH[16,43,3] 1.246 0.470 0.579 1.160 2.339
beta4_pH[1,44,3] 0.608 0.164 0.356 0.585 0.996
beta4_pH[2,44,3] 0.702 0.078 0.563 0.698 0.872
beta4_pH[3,44,3] 0.631 0.099 0.456 0.624 0.845
beta4_pH[4,44,3] 0.832 0.203 0.503 0.808 1.297
beta4_pH[5,44,3] 1.221 0.596 0.455 1.088 2.772
beta4_pH[6,44,3] 1.269 1.547 0.123 0.806 5.141
beta4_pH[7,44,3] 1.143 0.644 0.365 0.985 2.857
beta4_pH[8,44,3] 0.445 0.300 0.115 0.371 1.255
beta4_pH[9,44,3] 0.992 0.921 0.162 0.727 3.543
beta4_pH[10,44,3] 0.627 0.158 0.372 0.609 0.980
beta4_pH[11,44,3] 0.359 0.125 0.179 0.339 0.660
beta4_pH[12,44,3] 0.616 0.331 0.202 0.543 1.473
beta4_pH[13,44,3] 0.543 0.098 0.375 0.535 0.753
beta4_pH[14,44,3] 0.683 0.183 0.397 0.661 1.107
beta4_pH[15,44,3] 0.645 0.087 0.489 0.639 0.830
beta4_pH[16,44,3] 0.433 0.187 0.178 0.402 0.908
beta4_pH[1,45,3] 0.788 0.186 0.479 0.775 1.213
beta4_pH[2,45,3] 0.707 0.088 0.546 0.702 0.899
beta4_pH[3,45,3] 0.759 0.137 0.529 0.747 1.059
beta4_pH[4,45,3] 0.754 0.194 0.443 0.731 1.194
beta4_pH[5,45,3] 1.032 1.280 0.104 0.642 4.295
beta4_pH[6,45,3] 1.219 1.174 0.188 0.896 4.226
beta4_pH[7,45,3] 0.684 0.544 0.126 0.536 2.101
beta4_pH[8,45,3] 1.189 0.524 0.485 1.082 2.418
beta4_pH[9,45,3] 0.106 0.123 0.011 0.069 0.445
beta4_pH[10,45,3] 0.854 0.205 0.525 0.829 1.316
beta4_pH[11,45,3] 0.470 0.104 0.302 0.461 0.709
beta4_pH[12,45,3] 0.784 0.355 0.303 0.708 1.657
beta4_pH[13,45,3] 0.461 0.073 0.335 0.455 0.617
beta4_pH[14,45,3] 0.745 0.180 0.457 0.719 1.160
beta4_pH[15,45,3] 0.508 0.070 0.388 0.504 0.655
beta4_pH[16,45,3] 0.260 0.157 0.075 0.221 0.666
beta4_pH[1,46,3] 0.795 0.164 0.521 0.779 1.163
beta4_pH[2,46,3] 0.676 0.097 0.501 0.670 0.888
beta4_pH[3,46,3] 0.779 0.119 0.571 0.770 1.040
beta4_pH[4,46,3] 0.869 0.323 0.410 0.815 1.664
beta4_pH[5,46,3] 1.113 0.638 0.361 0.962 2.738
beta4_pH[6,46,3] 1.447 1.733 0.114 0.872 6.230
beta4_pH[7,46,3] 1.663 1.259 0.378 1.342 5.067
beta4_pH[8,46,3] 1.071 0.492 0.411 0.978 2.253
beta4_pH[9,46,3] 1.586 1.503 0.220 1.137 5.888
beta4_pH[10,46,3] 0.661 0.176 0.383 0.638 1.074
beta4_pH[11,46,3] 0.698 0.157 0.439 0.683 1.044
beta4_pH[12,46,3] 1.112 0.546 0.396 0.996 2.474
beta4_pH[13,46,3] 0.594 0.184 0.317 0.568 1.010
beta4_pH[14,46,3] 0.974 0.352 0.459 0.922 1.820
beta4_pH[15,46,3] 0.615 0.075 0.481 0.610 0.781
beta4_pH[16,46,3] 0.590 0.250 0.242 0.543 1.171
beta4_pH[1,47,3] 0.623 0.148 0.380 0.605 0.963
beta4_pH[2,47,3] 0.768 0.111 0.569 0.758 1.003
beta4_pH[3,47,3] 0.771 0.114 0.573 0.761 1.021
beta4_pH[4,47,3] 0.547 0.225 0.243 0.506 1.103
beta4_pH[5,47,3] 0.118 0.093 0.024 0.093 0.364
beta4_pH[6,47,3] 0.187 0.134 0.043 0.153 0.531
beta4_pH[7,47,3] 0.488 0.434 0.078 0.354 1.672
beta4_pH[8,47,3] 0.854 0.611 0.217 0.701 2.493
beta4_pH[9,47,3] 0.494 0.667 0.041 0.285 2.211
beta4_pH[10,47,3] 0.853 0.277 0.449 0.809 1.504
beta4_pH[11,47,3] 0.585 0.122 0.382 0.573 0.853
beta4_pH[12,47,3] 1.445 0.732 0.476 1.301 3.188
beta4_pH[13,47,3] 0.680 0.120 0.471 0.669 0.944
beta4_pH[14,47,3] 0.862 0.325 0.383 0.803 1.669
beta4_pH[15,47,3] 0.699 0.114 0.502 0.691 0.944
beta4_pH[16,47,3] 0.798 0.320 0.352 0.737 1.579
beta0_pelagic[1] 2.244 0.139 1.962 2.242 2.520
beta0_pelagic[2] 1.473 0.130 1.222 1.474 1.725
beta0_pelagic[3] 0.205 0.297 -0.454 0.243 0.700
beta0_pelagic[4] 0.142 0.469 -1.044 0.220 0.879
beta0_pelagic[5] 1.428 0.213 1.027 1.426 1.846
beta0_pelagic[6] 1.364 0.158 1.036 1.368 1.672
beta0_pelagic[7] 1.510 0.146 1.226 1.509 1.799
beta0_pelagic[8] 1.742 0.146 1.460 1.742 2.029
beta0_pelagic[9] 2.656 0.165 2.326 2.656 2.978
beta0_pelagic[10] 2.535 0.137 2.280 2.534 2.799
beta0_pelagic[11] -0.333 0.266 -0.861 -0.325 0.164
beta0_pelagic[12] 1.712 0.142 1.436 1.713 1.983
beta0_pelagic[13] 0.175 0.399 -1.013 0.274 0.676
beta0_pelagic[14] -0.350 0.308 -1.071 -0.317 0.166
beta0_pelagic[15] -0.266 0.166 -0.629 -0.255 0.031
beta0_pelagic[16] -0.375 0.305 -1.044 -0.350 0.168
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.678 0.335 0.062 0.656 1.416
beta1_pelagic[4] 0.962 0.488 0.135 0.899 2.191
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.448 0.331 0.811 1.437 2.140
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 0.936 0.670 0.023 0.790 2.816
beta1_pelagic[14] 1.736 0.587 0.883 1.612 3.203
beta1_pelagic[15] 0.122 0.154 0.011 0.060 0.596
beta1_pelagic[16] 1.455 0.471 0.709 1.397 2.644
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.861 6.078 0.197 5.368 21.530
beta2_pelagic[4] 6.670 5.946 0.320 5.068 21.456
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 2.177 1.639 0.273 1.712 6.360
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 1.789 1.793 0.089 1.179 6.610
beta2_pelagic[14] 1.209 1.358 0.156 0.663 5.126
beta2_pelagic[15] 2.437 1.877 0.101 1.996 6.900
beta2_pelagic[16] 1.712 1.602 0.158 1.147 6.006
beta3_pelagic[1] 29.044 6.421 18.496 29.151 39.501
beta3_pelagic[2] 29.181 6.401 18.641 29.484 39.611
beta3_pelagic[3] 28.103 3.551 22.125 28.328 35.893
beta3_pelagic[4] 25.093 2.732 20.419 25.070 32.956
beta3_pelagic[5] 28.657 6.397 18.446 28.590 39.433
beta3_pelagic[6] 28.886 6.504 18.488 28.753 39.468
beta3_pelagic[7] 28.961 6.318 18.526 28.949 39.368
beta3_pelagic[8] 28.944 6.404 18.519 28.749 39.470
beta3_pelagic[9] 28.898 6.385 18.617 28.953 39.416
beta3_pelagic[10] 28.989 6.383 18.574 28.798 39.465
beta3_pelagic[11] 29.797 1.304 27.270 29.793 32.494
beta3_pelagic[12] 28.817 6.335 18.509 28.709 39.429
beta3_pelagic[13] 34.077 4.839 20.774 35.400 39.796
beta3_pelagic[14] 33.948 2.010 30.410 33.846 38.441
beta3_pelagic[15] 29.647 6.661 18.571 30.009 39.746
beta3_pelagic[16] 31.350 1.914 28.243 31.030 36.176
beta0_yellow[1] -0.508 0.159 -0.822 -0.507 -0.188
beta0_yellow[2] 0.572 0.204 0.198 0.585 0.902
beta0_yellow[3] -0.151 0.215 -0.581 -0.138 0.235
beta0_yellow[4] 0.968 0.253 0.348 1.001 1.347
beta0_yellow[5] 0.403 0.347 -0.384 0.449 0.948
beta0_yellow[6] 0.813 0.165 0.494 0.810 1.141
beta0_yellow[7] 0.927 0.171 0.617 0.916 1.278
beta0_yellow[8] 0.970 0.163 0.662 0.965 1.308
beta0_yellow[9] 0.563 0.173 0.222 0.565 0.891
beta0_yellow[10] 0.695 0.141 0.416 0.696 0.967
beta0_yellow[11] 0.199 0.171 -0.140 0.204 0.521
beta0_yellow[12] -1.122 0.178 -1.471 -1.120 -0.756
beta0_yellow[13] -0.842 0.171 -1.178 -0.846 -0.515
beta0_yellow[14] 0.019 0.179 -0.341 0.023 0.375
beta0_yellow[15] -0.789 0.172 -1.115 -0.793 -0.458
beta0_yellow[16] -0.237 0.177 -0.580 -0.232 0.101
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 0.997 0.346 0.473 0.971 1.644
beta1_yellow[3] 0.430 0.329 0.014 0.424 1.003
beta1_yellow[4] 1.208 0.613 0.463 1.103 3.178
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.396 5.791 -21.609 -6.170 -0.268
beta2_yellow[3] -7.774 5.769 -21.138 -6.629 -0.282
beta2_yellow[4] -6.691 5.888 -20.875 -5.315 -0.145
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 29.089 1.744 26.703 28.781 33.276
beta3_yellow[3] 32.158 4.066 20.476 32.634 39.455
beta3_yellow[4] 28.548 3.084 22.488 27.755 35.591
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[14] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[15] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[16] 25.000 0.000 25.000 25.000 25.000
beta0_black[1] -0.002 0.153 -0.311 0.001 0.304
beta0_black[2] 1.890 0.133 1.635 1.891 2.149
beta0_black[3] 1.372 0.139 1.103 1.371 1.650
beta0_black[4] 2.488 0.140 2.216 2.491 2.765
beta0_black[5] 4.623 2.186 1.778 4.107 10.093
beta0_black[6] 4.478 1.992 2.104 3.952 9.904
beta0_black[7] 3.313 1.882 1.289 2.793 8.926
beta0_black[8] 0.910 0.236 0.457 0.905 1.374
beta0_black[9] 2.579 0.256 2.083 2.576 3.093
beta0_black[10] 1.375 0.138 1.116 1.376 1.645
beta0_black[11] 3.471 0.173 3.139 3.467 3.811
beta0_black[12] 4.857 0.200 4.475 4.854 5.257
beta0_black[13] 0.247 0.192 0.009 0.201 0.705
beta0_black[14] 2.982 0.171 2.634 2.984 3.312
beta0_black[15] 1.406 0.171 1.068 1.408 1.741
beta0_black[16] 4.245 0.181 3.910 4.243 4.600
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.487 1.694 -6.946 -2.022 -0.461
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 38.956 0.953 36.868 39.107 40.360
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.260 0.200 -0.651 -0.261 0.145
beta4_black[2] 0.269 0.186 -0.110 0.271 0.626
beta4_black[3] -0.999 0.190 -1.374 -1.002 -0.626
beta4_black[4] 0.492 0.221 0.052 0.493 0.912
beta4_black[5] 0.788 1.792 -1.192 0.445 4.859
beta4_black[6] 0.878 1.760 -0.938 0.511 4.841
beta4_black[7] 0.723 1.770 -0.970 0.399 4.183
beta4_black[8] -0.227 0.315 -0.878 -0.225 0.369
beta4_black[9] 0.979 0.899 -0.196 0.781 3.254
beta4_black[10] 0.058 0.182 -0.301 0.060 0.407
beta4_black[11] -0.717 0.230 -1.177 -0.711 -0.261
beta4_black[12] 0.411 0.332 -0.239 0.411 1.051
beta4_black[13] -1.346 0.218 -1.766 -1.342 -0.937
beta4_black[14] -0.119 0.247 -0.599 -0.122 0.348
beta4_black[15] -0.930 0.226 -1.367 -0.931 -0.483
beta4_black[16] -0.600 0.250 -1.091 -0.597 -0.120
beta0_dsr[11] 1.888 0.174 1.540 1.891 2.229
beta0_dsr[12] 4.982 0.273 4.460 4.980 5.523
beta0_dsr[13] 1.514 0.168 1.195 1.516 1.844
beta0_dsr[14] 2.620 0.180 2.276 2.623 2.976
beta0_dsr[15] 1.335 0.167 1.013 1.335 1.656
beta0_dsr[16] 2.832 0.176 2.492 2.834 3.181
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.669 0.239 0.203 0.670 1.139
beta4_dsr[12] 0.005 0.759 -1.382 -0.043 1.635
beta4_dsr[13] -0.314 0.223 -0.754 -0.316 0.122
beta4_dsr[14] 0.055 0.285 -0.485 0.050 0.619
beta4_dsr[15] 0.820 0.223 0.380 0.825 1.261
beta4_dsr[16] 0.086 0.249 -0.415 0.092 0.557
beta0_slope[11] -1.830 0.172 -2.170 -1.829 -1.497
beta0_slope[12] -4.750 0.255 -5.239 -4.756 -4.238
beta0_slope[13] -1.259 0.171 -1.585 -1.258 -0.926
beta0_slope[14] -2.620 0.185 -2.986 -2.616 -2.260
beta0_slope[15] -1.254 0.171 -1.598 -1.257 -0.914
beta0_slope[16] -2.678 0.179 -3.020 -2.680 -2.325
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.803 0.233 -1.262 -0.801 -0.346
beta4_slope[12] -1.616 0.616 -2.869 -1.605 -0.472
beta4_slope[13] 0.066 0.231 -0.376 0.065 0.515
beta4_slope[14] 0.004 0.274 -0.530 -0.004 0.546
beta4_slope[15] -0.888 0.228 -1.328 -0.888 -0.440
beta4_slope[16] -0.237 0.246 -0.724 -0.233 0.238
beta5_slope[11] 2.678 0.293 2.110 2.688 3.260
beta5_slope[12] -0.209 0.472 -1.111 -0.204 0.702
beta5_slope[13] 1.239 0.274 0.710 1.235 1.769
beta5_slope[14] 4.038 0.517 3.079 4.044 5.092
beta5_slope[15] 1.747 0.276 1.208 1.752 2.274
beta5_slope[16] 2.679 0.355 1.978 2.682 3.393
sigma_H[1] 0.222 0.053 0.130 0.218 0.338
sigma_H[2] 0.168 0.030 0.116 0.166 0.231
sigma_H[3] 0.195 0.042 0.122 0.193 0.289
sigma_H[4] 0.420 0.077 0.296 0.410 0.599
sigma_H[5] 1.048 0.204 0.662 1.039 1.471
sigma_H[6] 0.415 0.200 0.050 0.410 0.827
sigma_H[7] 0.307 0.065 0.209 0.298 0.463
sigma_H[8] 0.410 0.083 0.265 0.403 0.598
sigma_H[9] 0.526 0.129 0.331 0.512 0.826
sigma_H[10] 0.212 0.042 0.141 0.208 0.306
sigma_H[11] 0.276 0.047 0.199 0.271 0.378
sigma_H[12] 0.444 0.169 0.205 0.425 0.781
sigma_H[13] 0.220 0.037 0.157 0.216 0.303
sigma_H[14] 0.514 0.093 0.357 0.505 0.717
sigma_H[15] 0.244 0.040 0.177 0.240 0.334
sigma_H[16] 0.229 0.044 0.155 0.223 0.326
lambda_H[1] 2.564 3.793 0.126 1.424 11.570
lambda_H[2] 6.439 5.908 0.650 4.866 21.722
lambda_H[3] 6.543 10.471 0.275 3.180 33.098
lambda_H[4] 0.006 0.004 0.001 0.006 0.016
lambda_H[5] 3.825 8.539 0.030 0.937 28.387
lambda_H[6] 7.172 14.653 0.007 0.493 51.904
lambda_H[7] 0.013 0.009 0.002 0.011 0.037
lambda_H[8] 8.189 10.092 0.159 4.635 37.245
lambda_H[9] 0.015 0.010 0.003 0.013 0.042
lambda_H[10] 0.301 0.695 0.033 0.195 1.015
lambda_H[11] 0.267 0.416 0.011 0.128 1.236
lambda_H[12] 4.629 6.273 0.164 2.534 21.402
lambda_H[13] 3.252 2.973 0.242 2.442 11.241
lambda_H[14] 3.480 4.324 0.199 2.112 15.989
lambda_H[15] 0.031 0.363 0.003 0.016 0.090
lambda_H[16] 1.296 1.639 0.082 0.785 5.775
mu_lambda_H[1] 4.218 1.843 1.138 4.079 8.144
mu_lambda_H[2] 3.808 1.955 0.613 3.650 8.023
mu_lambda_H[3] 3.524 1.833 0.800 3.240 7.735
sigma_lambda_H[1] 8.479 4.336 1.909 7.811 18.075
sigma_lambda_H[2] 8.339 4.672 1.024 7.816 18.429
sigma_lambda_H[3] 6.247 3.911 0.975 5.430 15.930
beta_H[1,1] 6.785 1.146 4.090 6.959 8.543
beta_H[2,1] 9.855 0.534 8.664 9.886 10.788
beta_H[3,1] 7.955 0.818 5.983 8.056 9.284
beta_H[4,1] 9.177 7.923 -7.150 9.349 24.041
beta_H[5,1] 0.230 2.376 -4.702 0.419 4.576
beta_H[6,1] 3.001 4.162 -7.368 4.549 7.806
beta_H[7,1] 0.745 5.692 -11.537 1.237 10.817
beta_H[8,1] 1.252 2.934 -2.248 1.243 3.432
beta_H[9,1] 13.097 5.772 2.284 13.072 25.011
beta_H[10,1] 7.023 1.675 3.489 7.117 10.207
beta_H[11,1] 5.153 3.486 -2.654 5.813 10.068
beta_H[12,1] 2.640 1.060 0.810 2.568 5.057
beta_H[13,1] 9.042 0.943 7.120 9.112 10.541
beta_H[14,1] 2.201 1.074 0.124 2.198 4.345
beta_H[15,1] -6.195 3.740 -13.104 -6.442 1.744
beta_H[16,1] 2.962 2.054 -0.816 2.825 7.535
beta_H[1,2] 7.873 0.258 7.366 7.876 8.380
beta_H[2,2] 9.997 0.147 9.688 9.999 10.281
beta_H[3,2] 8.939 0.199 8.548 8.935 9.346
beta_H[4,2] 3.613 1.516 0.813 3.558 6.661
beta_H[5,2] 2.055 0.946 0.119 2.059 3.835
beta_H[6,2] 5.776 1.056 3.256 5.946 7.343
beta_H[7,2] 2.611 1.078 0.717 2.550 4.932
beta_H[8,2] 3.055 0.944 1.487 3.160 4.261
beta_H[9,2] 3.499 1.126 1.406 3.461 5.760
beta_H[10,2] 8.189 0.345 7.464 8.205 8.847
beta_H[11,2] 9.786 0.628 8.860 9.667 11.195
beta_H[12,2] 3.967 0.371 3.306 3.954 4.771
beta_H[13,2] 9.109 0.259 8.648 9.097 9.616
beta_H[14,2] 4.017 0.352 3.344 4.012 4.718
beta_H[15,2] 11.368 0.676 10.000 11.400 12.647
beta_H[16,2] 4.647 0.760 3.152 4.648 6.102
beta_H[1,3] 8.429 0.261 7.936 8.420 8.980
beta_H[2,3] 10.021 0.130 9.768 10.021 10.287
beta_H[3,3] 9.613 0.164 9.301 9.607 9.947
beta_H[4,3] -2.558 0.880 -4.379 -2.529 -0.857
beta_H[5,3] 3.996 0.617 2.687 4.020 5.146
beta_H[6,3] 8.205 1.209 6.577 7.819 10.738
beta_H[7,3] -2.703 0.657 -4.006 -2.694 -1.421
beta_H[8,3] 5.249 0.452 4.638 5.200 6.048
beta_H[9,3] -2.873 0.758 -4.394 -2.870 -1.427
beta_H[10,3] 8.658 0.275 8.128 8.655 9.228
beta_H[11,3] 8.570 0.284 7.952 8.596 9.047
beta_H[12,3] 5.239 0.333 4.415 5.283 5.760
beta_H[13,3] 8.807 0.178 8.436 8.810 9.136
beta_H[14,3] 5.694 0.284 5.078 5.716 6.190
beta_H[15,3] 10.368 0.313 9.754 10.359 10.983
beta_H[16,3] 6.677 0.461 5.626 6.714 7.462
beta_H[1,4] 8.164 0.190 7.756 8.178 8.501
beta_H[2,4] 10.031 0.135 9.748 10.041 10.276
beta_H[3,4] 10.097 0.159 9.746 10.115 10.368
beta_H[4,4] 11.797 0.455 10.905 11.806 12.670
beta_H[5,4] 5.670 0.762 4.448 5.582 7.435
beta_H[6,4] 7.106 0.949 5.070 7.383 8.396
beta_H[7,4] 8.287 0.351 7.572 8.294 8.936
beta_H[8,4] 6.740 0.237 6.280 6.747 7.156
beta_H[9,4] 7.192 0.470 6.259 7.190 8.155
beta_H[10,4] 7.696 0.233 7.245 7.692 8.172
beta_H[11,4] 9.412 0.202 9.020 9.415 9.809
beta_H[12,4] 7.160 0.217 6.731 7.157 7.603
beta_H[13,4] 8.999 0.139 8.708 9.008 9.253
beta_H[14,4] 7.708 0.215 7.289 7.705 8.144
beta_H[15,4] 9.461 0.234 8.989 9.462 9.918
beta_H[16,4] 9.260 0.204 8.886 9.253 9.683
beta_H[1,5] 8.959 0.152 8.650 8.961 9.255
beta_H[2,5] 10.764 0.097 10.574 10.762 10.967
beta_H[3,5] 10.902 0.174 10.596 10.889 11.268
beta_H[4,5] 8.375 0.462 7.483 8.368 9.305
beta_H[5,5] 5.514 0.589 4.060 5.574 6.522
beta_H[6,5] 9.013 0.665 8.063 8.840 10.555
beta_H[7,5] 6.775 0.335 6.136 6.761 7.454
beta_H[8,5] 8.238 0.200 7.892 8.228 8.623
beta_H[9,5] 8.225 0.481 7.253 8.229 9.149
beta_H[10,5] 10.078 0.228 9.632 10.075 10.513
beta_H[11,5] 11.542 0.230 11.097 11.546 11.992
beta_H[12,5] 8.512 0.202 8.120 8.506 8.932
beta_H[13,5] 10.002 0.129 9.749 9.999 10.264
beta_H[14,5] 9.186 0.232 8.752 9.178 9.671
beta_H[15,5] 11.168 0.242 10.691 11.170 11.641
beta_H[16,5] 9.944 0.158 9.626 9.946 10.242
beta_H[1,6] 10.232 0.203 9.872 10.214 10.682
beta_H[2,6] 11.536 0.108 11.322 11.537 11.750
beta_H[3,6] 10.802 0.164 10.442 10.811 11.081
beta_H[4,6] 12.883 0.811 11.242 12.906 14.472
beta_H[5,6] 5.975 0.611 4.812 5.969 7.201
beta_H[6,6] 8.835 0.718 6.941 8.976 9.833
beta_H[7,6] 9.867 0.566 8.699 9.872 10.949
beta_H[8,6] 9.545 0.255 9.068 9.554 9.982
beta_H[9,6] 8.440 0.796 6.870 8.419 10.075
beta_H[10,6] 9.494 0.319 8.820 9.514 10.052
beta_H[11,6] 10.818 0.356 10.070 10.846 11.447
beta_H[12,6] 9.384 0.263 8.894 9.372 9.938
beta_H[13,6] 11.020 0.163 10.726 11.011 11.365
beta_H[14,6] 9.820 0.291 9.214 9.825 10.385
beta_H[15,6] 10.829 0.427 9.991 10.826 11.663
beta_H[16,6] 10.529 0.210 10.092 10.537 10.917
beta_H[1,7] 10.892 0.945 8.582 11.006 12.451
beta_H[2,7] 12.252 0.459 11.222 12.270 13.130
beta_H[3,7] 10.556 0.645 9.192 10.601 11.635
beta_H[4,7] 2.388 4.101 -5.549 2.307 10.492
beta_H[5,7] 6.500 1.927 2.999 6.411 10.798
beta_H[6,7] 9.650 2.592 4.418 9.604 15.998
beta_H[7,7] 10.574 2.886 4.948 10.540 16.485
beta_H[8,7] 10.943 0.943 9.350 10.906 12.556
beta_H[9,7] 4.568 4.092 -3.613 4.650 12.674
beta_H[10,7] 9.841 1.455 7.277 9.713 13.037
beta_H[11,7] 10.989 1.724 7.727 10.900 14.669
beta_H[12,7] 9.960 1.014 7.756 10.035 11.602
beta_H[13,7] 11.601 0.754 9.738 11.697 12.804
beta_H[14,7] 10.407 0.947 8.399 10.466 12.054
beta_H[15,7] 11.887 2.263 7.538 11.893 16.372
beta_H[16,7] 11.983 1.098 10.169 11.844 14.574
beta0_H[1] 9.006 14.856 -20.643 8.779 37.750
beta0_H[2] 10.652 7.113 -3.663 10.630 24.505
beta0_H[3] 9.919 10.249 -10.215 9.957 30.240
beta0_H[4] 11.837 182.086 -358.371 11.462 367.427
beta0_H[5] 4.643 26.709 -45.512 4.572 56.220
beta0_H[6] 5.982 51.166 -107.809 7.652 115.138
beta0_H[7] 6.909 134.670 -261.845 3.794 292.573
beta0_H[8] 6.890 27.968 -13.261 6.472 26.682
beta0_H[9] 2.443 124.662 -239.053 -2.100 265.995
beta0_H[10] 8.437 32.938 -62.413 8.557 77.337
beta0_H[11] 10.264 48.945 -93.466 10.054 114.796
beta0_H[12] 6.863 11.494 -14.966 6.735 31.321
beta0_H[13] 10.160 11.486 -10.549 10.083 31.895
beta0_H[14] 7.065 11.883 -15.921 7.106 28.975
beta0_H[15] 6.843 109.354 -220.345 8.570 220.058
beta0_H[16] 8.878 19.201 -27.828 8.488 48.075